Public data provenance
AI rankings, costs & infrastructureAI rankings & live data
Models, efficiency, compute, datacenters, power, chips, companies, and capital—each resolved to a source, methodology, and refresh cadence.
Absolute model rank
| # | Model | Intelligence | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|---|
| 01 | AnthropicClaude Opus 5 | 60.7 | $5.00 | $25 | 1M |
| 02 | AnthropicClaude Fable 5 | 59.9 | $10 | $50 | 1M |
| 03 | OpenAIGPT-5.6 Sol | 58.9 | $5.00 | $30 | 1.1M |
| 04 | Moonshot AIKimi K3 | 57.1 | $3.00 | $15 | 1.0M |
| 05 | AnthropicClaude Opus 4.8 | 55.7 | $5.00 | $25 | 1M |
| 06 | OpenAIGPT-5.6 Terra | 55.0 | $1.25 | $7.50 | 1.1M |
| 07 | OpenAIGPT-5.5 | 54.8 | $5.00 | $30 | 1.1M |
| 08 | xAIGrok 4.5 | 53.8 | $2.00 | $6.00 | 500K |
| 09 | AnthropicClaude Opus 4.7 | 53.5 | $5.00 | $25 | 1M |
| 10 | AnthropicClaude Sonnet 5 | 53.4 | $2.00 | $10 | 1M |
Quality per dollar
| # | Model | Points / $ | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|---|
| 01 | InclusionaiLing-2.6-flash | 564.00 | $0.01 | $0.03 | 262K |
| 02 | TencentHy3 preview | 237.81 | $0.06 | $0.21 | 262K |
| 03 | OpenAIgpt-oss-120b | 174.04 | $0.04 | $0.17 | 131K |
| 04 | DeepseekDeepSeek V4 Flash | 164.49 | $0.14 | $0.28 | 1.0M |
| 05 | QwenQwen3.5-9B | 155.64 | $0.10 | $0.15 | 262K |
| 06 | XiaomiMiMo-V2.5 | 151.84 | $0.14 | $0.28 | 1.1M |
| 07 | OpenAIgpt-oss-20b | 132.44 | $0.03 | $0.14 | 131K |
| 08 | MetaLlama 3.1 8B Instruct | 104.83 | $0.05 | $0.08 | 131K |
| 09 | GoogleGemma 4 31B | 87.76 | $0.14 | $0.40 | 262K |
| 10 | NvidiaNemotron 3 Nano 30B A3B | 87.38 | $0.05 | $0.20 | 262K |
Live rankings across the AI economy
Only quality-gated tables with current data appear here.
Capital, infrastructure & control
- Companies
- 32
- Facts
- 147
- Sources
- 66
- As of
- Jul 23, 26
Across live rankings
Open the movers wire →- 32OpendoorAI Company Financials 21
- 29OpendoorReported Capital Expenditure 19
- 29DatabricksAI Company Financials 19
- 26SupermicroReported Capital Expenditure 17
- 23SupermicroAI Company Financials 14
- 20CoreWeaveAI Company Financials 12
- 18NVIDIADebt Exposure 11
- 14AmazonDebt Exposure 10
- 15AlphabetDebt Exposure 10
- 16MicrosoftDebt Exposure 10
Live data layers
Tables appear only after a quality-gated snapshot is published.
Open Source AI
Evidence-backed activity and adoption signals for a reviewed universe of public AI repositories.
| Rank | Entity | GitHub stars | Change |
|---|---|---|---|
| 01 | Ollamarepository | 176,952 stars | — |
AI Research Activity
Trailing-12-month OpenAlex-indexed AI research activity for a small reviewed institution universe. This is not a measure of total research output, research quality, or organizational capability.
| Rank | Entity | OpenAlex AI research activity score | Change |
|---|---|---|---|
| 01 | Microsoftinstitution | 97.1 | — |
Model Adoption Signals
Hugging Face Hub engagement and repository activity for a reviewed comparison cohort of official model repositories.
| Rank | Entity | Hugging Face downloads (30 days) | Change |
|---|---|---|---|
| 01 | all-MiniLM-L6-v2model | 253.38M downloads | — |
AI Model & API Brand Rank
Daily brand visibility across a public, neutral commercial prompt corpus run through three configured model families.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 64% | — |
AI Search Visibility Platform Rank
Daily visibility of answer-engine optimization and AI-search analytics vendors across a public, neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Profoundcompany | 63% | — |
State Power Economics
Monthly statewide commercial and industrial retail electricity prices for all 50 states and the District of Columbia.
| Rank | Entity | Industrial retail electricity price | Change |
|---|---|---|---|
| 01 | New Mexicogeography | 4.45¢/kWh | — |
Countries in AI Research
Countries ranked by trailing-365-day OpenAlex-indexed AI works with an affiliated authorship. This is a bibliographic coverage signal, not a measure of national research quality or investment.
| Rank | Entity | OpenAlex-indexed AI works by authorship country | Change |
|---|---|---|---|
| 01 | Chinageography | 115,250 works | — |
AI Developer Packages
Exact trailing npm download signals for a reviewed cohort of public JavaScript AI SDKs and frameworks.
| Rank | Entity | npm downloads (trailing 30 days) | Change |
|---|---|---|---|
| 01 | OpenAI Node SDKpackage | 113.18M downloads | — |
Official AI Infrastructure Investment Disclosures
Reviewed first-party AI, cloud, and data-center project announcements ranked by their disclosed headline investment reference amount. Values are not actual spend, are not additive, and retain each announcement's qualifier.
| Rank | Entity | Disclosed infrastructure investment reference amount | Change |
|---|---|---|---|
| 01 | Amazon U.S. Federal AI & HPC Infrastructureinfrastructure_project | $50 | — |
LiveBench Model Capability
Exact model configurations ranked by the official objective LiveBench 2026-06-25 release.
| Rank | Entity | LiveBench overall score | Change |
|---|---|---|---|
| 01 | GPT 5.6 Sol Maxmodel | 82% | — |
Vector Database Platform Rank
Daily visibility of managed, open-source, and hyperscaler vector retrieval platforms across a public, neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Pineconecompany | 67% | — |
State Grid Carbon Intensity
Generation-based state power-sector CO2e intensity with capacity, generation, and resource-mix context for all 50 states and DC.
| Rank | Entity | State annual CO2e output rate | Change |
|---|---|---|---|
| 01 | Vermontgeography | 52.239 pounds_per_megawatt_hour | — |
Institutions in AI Research
Institutions ranked by trailing-365-day OpenAlex-indexed AI works with an affiliated authorship. This measures bibliographic coverage, not research quality, impact, funding, or headcount.
| Rank | Entity | OpenAlex-indexed AI works by institution | Change |
|---|---|---|---|
| 01 | Tsinghua Universityresearch_institution | 3,162 works | — |
State AI Infrastructure Pipeline
A bounded state rollup of distinct AI, cloud, and data-center project identities in reviewed first-party sources, with current development stage and scoped capacity disclosures. Ranked by project count—not headline dollars or inferred MW.
| Rank | Entity | Reviewed announced AI infrastructure projects | Change |
|---|---|---|---|
| 01 | Pennsylvaniageography | 2 projects | — |
LiveBench Model Cost Efficiency
Official LiveBench cost per successful task beside capability, token use, and release pricing for 2026-06-25.
| Rank | Entity | LiveBench cost per successful task | Change |
|---|---|---|---|
| 01 | DeepSeek V4 Flashmodel | $0 | — |
LLM Observability Platform Rank
Daily visibility of tracing, evaluation, monitoring, and AI reliability platforms across a public, neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Braintrustcompany | 63% | — |
BFCL Tool-Use Configurations
Exact model-plus-inference configurations ranked by the official UC Berkeley BFCL v4 overall accuracy.
| Rank | Entity | BFCL overall accuracy | Change |
|---|---|---|---|
| 01 | Claude-Opus-4-5-20251101 (FC)model | 77% | — |
AI Agent Framework Rank
Daily visibility of open-source and vendor-backed agent frameworks across a public, neutral engineering buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 50% | — |
Planned AI Data Center Capacity by State
Latest future-milestone AI data-center facility MW in Epoch AI aggregated by explicit source-provided U.S. state, with facility count, estimated capex, H100e, and owner breadth.
| Rank | Entity | Planned facility power | Change |
|---|---|---|---|
| 01 | Texasgeography | 6,770.3 MW | — |
AI Agent Framework Activity
Exact npm and GitHub platform-activity signals for a fixed reviewed cohort of agent frameworks, SDKs, and MCP tooling.
| Rank | Entity | npm downloads (trailing 30 days) | Change |
|---|---|---|---|
| 01 | MCP TypeScript SDKsoftware_project | 167.53M downloads | — |
Enterprise Search Platform Rank
Daily visibility of workplace search, enterprise retrieval, and grounded-knowledge platforms across a public, neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 71% | — |
Arena Text Preference
Models ranked by the official Arena style-controlled text overall human-preference rating published 2026-07-21.
| Rank | Entity | Arena text style-controlled rating | Change |
|---|---|---|---|
| 01 | claude-fable-5model | 1,507.3 arena_score | — |
AI Developer Tool Rank
Daily visibility of AI code editors, terminal agents, background coding agents, and review tools across a neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 54% | — |
Cloud GPU Platform Rank
Daily visibility of specialist GPU clouds, marketplaces, and hyperscalers across a neutral infrastructure-buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Runpodcompany | 79% | — |
Cybersecurity Platform Rank
Daily visibility of enterprise security platforms across a neutral endpoint, cloud, identity, network, and operations buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 67% | — |
CRM Platform Rank
Daily visibility of enterprise, mid-market, and modern CRM platforms across a neutral customer-platform buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 75% | — |
Data Platform Rank
Daily visibility of cloud warehouses, lakehouses, streaming systems, and operational data platforms across a neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Databrickscompany | 67% | — |
Cloud Platform Rank
Daily visibility of hyperscale, sovereign, developer, and alternative cloud platforms across a neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 92% | — |
Data Integration Platform Rank
Daily visibility of ingestion, ELT, CDC, integration, and data activation platforms across a neutral enterprise buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 63% | — |
BI & Analytics Platform Rank
Daily visibility of business intelligence, governed analytics, and embedded analytics platforms across a neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Microsoft Power BIcompany | 63% | — |
Customer Support Platform Rank
Daily visibility of help desks, contact centers, and AI-native customer service platforms across a neutral buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 63% | — |
Marketing Automation Platform Rank
Daily visibility of B2B, B2C, lifecycle, and customer-engagement platforms across a neutral marketing buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 54% | — |
Sales Intelligence Platform Rank
Daily visibility of contact-data, account-intelligence, intent, and enrichment platforms across a neutral revenue buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 71% | — |
Finance & ERP Platform Rank
Daily visibility of accounting, cloud ERP, and enterprise finance platforms across a neutral operational buying corpus.
| Rank | Entity | Recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 71% | — |
AI Company Financials
Reported financial scale across companies participating in the AI economy, with every raw value tied to primary evidence.
| Rank | Entity | Company financial scale score | Change |
|---|---|---|---|
| 01 | Amazoncompany | 100.0 |
Reported Capital Expenditure
Latest eligible annual capital expenditure reported in company filings, ranked by cohort-relative scale.
| Rank | Entity | Reported capital expenditure scale | Change |
|---|---|---|---|
| 01 | Amazoncompany | 100.0 |
Forward Capital Expenditure
Current first-party capital-expenditure guidance, with ranges and periods preserved in the evidence.
| Rank | Entity | Forward capital expenditure scale | Change |
|---|---|---|---|
| 01 | Microsoftcompany | 100.0 |
Debt Exposure
Reported long-term debt relative to total assets. Higher values indicate greater balance-sheet exposure, not investment quality.
| Rank | Entity | Debt exposure score | Change |
|---|---|---|---|
| 01 | CoreWeavecompany | 100.0 |
AI Infrastructure Capital Intensity
SEC-reported total-company TTM capex, latest-quarter capex, revenue, capital intensity, and long-term debt for public companies participating in the AI infrastructure economy.
| Rank | Entity | TTM capital intensity | Change |
|---|---|---|---|
| 01 | CoreWeavecompany | 267% | — |
AI Stack Control
Evidence-backed comparison of which companies control silicon, models, cloud, data centers, distribution, and open weights.
| Rank | Entity | AI stack control score | Change |
|---|---|---|---|
| 01 | Amazoncompany | 78.6 |
Akash GPU Market Prices & Availability
Hourly Akash Network GPU price distributions and available supply, kept separate from the broader licensed GPU rental market.
| Rank | Entity | Median Akash GPU price | Change |
|---|---|---|---|
| 01 | Akash Nvidia P4 8Gi PCIecompute_asset | $0 / GPU-hr |
Azure GPU VM Retail Prices
Comparable Linux on-demand GPU VM retail prices in Azure West US 3, normalized by documented physical GPU count.
| Rank | Entity | Normalized retail price per GPU | Change |
|---|---|---|---|
| 01 | Azure NC24ads A100 v4compute_asset | $4 / GPU-hr | — |
State Data Scientist Workforce
State employment, concentration, and pay for the exact BLS SOC 15-2051 Data Scientists occupation.
| Rank | Entity | Data scientist employment | Change |
|---|---|---|---|
| 01 | Californiageography | 39,310 jobs | — |
AWS EC2 GPU Instance Prices
Exact public Linux on-demand EC2 GPU instance prices in US East (N. Virginia), normalized by documented physical GPU count.
| Rank | Entity | Price per physical GPU | Change |
|---|---|---|---|
| 01 | AWS EC2 g6.xlargecompute_asset | $1 / GPU-hr | — |
AI Accelerator Memory Specifications
A reviewed cross-vendor matrix of first-party memory capacity and bandwidth specifications for datacenter AI accelerators.
| Rank | Entity | Accelerator memory capacity | Change |
|---|---|---|---|
| 01 | AMD Instinct MI325Xcompute_asset | 256 GB | — |
AI Companies by Annualized Revenue
Latest publishable full-company annualized revenue records from Epoch AI, without treating missing companies as zero.
| Rank | Entity | Annualized revenue | Change |
|---|---|---|---|
| 01 | Anthropiccompany | $47B | — |
AI Companies by Closed Equity Funding
Cumulative closed primary equity funding in Epoch AI, excluding debt, secondaries, discussions, and cancelled rounds.
| Rank | Entity | Closed primary equity funding | Change |
|---|---|---|---|
| 01 | OpenAIcompany | $182.75B | — |
AI Companies by Full-Company Staff
Latest full-company staff counts published by Epoch AI; division and contractor records stay out of this comparison.
| Rank | Entity | Full-company staff | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 4,000 people | — |
AI Companies by Annual Compute Spend
Latest publishable annual compute-spend evidence in Epoch AI, with total-versus-component derivation explicit.
| Rank | Entity | Annual compute spend | Change |
|---|---|---|---|
| 01 | OpenAIcompany | $16.3B | — |
Operational AI Data Centers
Current positive-capacity AI data centers in Epoch AI, ranked by estimated total facility power with capex and H100e context.
| Rank | Entity | Facility power | Change |
|---|---|---|---|
| 01 | Colossus 2infrastructure | 946 MW | — |
Planned AI Data Center Capacity
Latest future dated capacity milestone per Epoch AI data center, ranked by estimated facility power with capex and H100e context.
| Rank | Entity | Facility power | Change |
|---|---|---|---|
| 01 | Microsoft Fairwater Wisconsininfrastructure | 2,715 MW | — |
Most-cited domains in AI API Brands answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | reddit.comsource | 40% | — |
AI Dataset Activity
Hugging Face downloads, likes, and repository-update recency for a fixed, reviewed AI dataset cohort. These are platform activity signals, not measures of quality, safety, or suitability.
| Rank | Entity | Hugging Face dataset downloads (30 days) | Change |
|---|---|---|---|
| 01 | C4dataset | 1.67M downloads | — |
Federal AI Contract Obligations
Trailing-365-day federal contract transaction obligations by recipient, limited to awards that pass a fixed AI-description, NAICS, and PSC contract.
| Rank | Entity | Federal AI-described transaction obligations | Change |
|---|---|---|---|
| 01 | LEISNOI PROFESSIONAL SERVICES, LLCcompany | $16,380,602 | — |
Federal AI Obligations by Awarding Agency
Trailing-365-day federal contract transaction obligations grouped by the awarding-agency name reported on each qualifying USAspending transaction.
| Rank | Entity | Federal AI-described transaction obligations | Change |
|---|---|---|---|
| 01 | Department of Defensegovernment_agency | $66,382,695 | — |
AI Visibility Platforms Brand Visibility
Ranks reviewed AI Visibility Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Profoundcompany | 47% | — |
AI Visibility Platforms Citation Share
Ranks reviewed AI Visibility Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Semrushcompany | 25% | — |
AI Visibility Platforms Engine Breadth
Ranks reviewed AI Visibility Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Profoundcompany | 3 engines | — |
AI Visibility Platforms Prompt Brand Leaders
Shows the leading reviewed AI Visibility Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.prompt | 100% | — |
AI Visibility Platforms Engine Disagreement by Prompt
Ranks AI Visibility Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Which features matter most when buying software to measure brand presence in AI-generated answers?prompt | 100% | — |
Most-cited domains in AI Visibility Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | reddit.comsource | 17% | — |
AI Visibility Platforms Brands in OpenAI Model API Answers
Ranks reviewed AI Visibility Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Profoundcompany | 38% | — |
AI Visibility Platforms Brands in Anthropic Model API Answers
Ranks reviewed AI Visibility Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Profoundcompany | 75% | — |
AI Visibility Platforms Brands in Gemini Model API Answers
Ranks reviewed AI Visibility Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Profoundcompany | 75% | — |
AI Brand Visibility
Ranks reviewed AI API Brands brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 72% |
Vector Databases Brand Visibility
Ranks reviewed Vector Databases brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Pineconecompany | 50% | — |
AI Brand Citation Share
Ranks reviewed AI API Brands brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Together AIcompany | 24% |
Vector Databases Citation Share
Ranks reviewed Vector Databases brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Zilliz Cloud / Milvuscompany | 27% | — |
AI Brand Engine Breadth
Ranks reviewed AI API Brands brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 3 engines |
Vector Databases Engine Breadth
Ranks reviewed Vector Databases brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Pineconecompany | 3 engines | — |
Prompt Brand Leaders
Shows the leading reviewed brand for every public prompt and how consistently that brand appears across engines.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which hosted AI inference platforms offer the lowest latency?prompt | 100% |
Vector Databases Prompt Brand Leaders
Shows the leading reviewed Vector Databases brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | What is the best production data platform for combining keyword retrieval, semantic retrieval, metadata filters, and reranking?prompt | 100% | — |
Vector Databases Engine Disagreement by Prompt
Ranks Vector Databases prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | How should a team compare vector database pricing across storage, ingestion, read throughput, replicas, and idle capacity?prompt | 100% | — |
AI Engine Disagreement by Prompt
Ranks public prompts by how differently the configured AI engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a reliable hosted model API for a customer-facing product.prompt | 94% |
Brands in OpenAI Model API Answers
Ranks reviewed AI API Brands brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 75% | — |
Vector Databases Brands in OpenAI Model API Answers
Ranks reviewed Vector Databases brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Pineconecompany | 75% | — |
Most-cited domains in Vector Databases answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | medium.comsource | 50% | — |
Vector Databases Brands in Anthropic Model API Answers
Ranks reviewed Vector Databases brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Pineconecompany | 88% | — |
Brands in Anthropic Model API Answers
Ranks reviewed AI API Brands brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | OpenAIcompany | 67% | — |
Vector Databases Brands in Gemini Model API Answers
Ranks reviewed Vector Databases brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Pineconecompany | 38% | — |
Brands in Gemini Model API Answers
Ranks reviewed AI API Brands brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Fireworks AIcompany | 58% | — |
LLM Observability Brand Visibility
Ranks reviewed LLM Observability brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Braintrustcompany | 50% | — |
LLM Observability Citation Share
Ranks reviewed LLM Observability brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Arize AI / Phoenixcompany | 25% | — |
LLM Observability Engine Breadth
Ranks reviewed LLM Observability brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Braintrustcompany | 3 engines | — |
LLM Observability Prompt Brand Leaders
Shows the leading reviewed LLM Observability brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend a platform for versioned evaluation datasets, prompt experiments, human review, and quality gates in CI.prompt | 100% | — |
LLM Observability Engine Disagreement by Prompt
Ranks LLM Observability prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Which platform is best for online evaluations, production quality monitoring, failure clustering, and regression alerts?prompt | 93% | — |
LLM Observability Brands in OpenAI Model API Answers
Ranks reviewed LLM Observability brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Langfusecompany | 63% | — |
Most-cited domains in LLM Observability answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | braintrust.devsource | 33% | — |
LLM Observability Brands in Anthropic Model API Answers
Ranks reviewed LLM Observability brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Braintrustcompany | 75% | — |
LLM Observability Brands in Gemini Model API Answers
Ranks reviewed LLM Observability brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Braintrustcompany | 63% | — |
Agent Frameworks Brand Visibility
Ranks reviewed Agent Frameworks brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 47% | — |
Agent Frameworks Citation Share
Ranks reviewed Agent Frameworks brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Microsoft Agent Frameworkcompany | 35% | — |
Agent Frameworks Engine Breadth
Ranks reviewed Agent Frameworks brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 3 engines | — |
Agent Frameworks Prompt Brand Leaders
Shows the leading reviewed Agent Frameworks brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend a framework for role-based multi-agent teams, explicit handoffs, delegation, and human approval steps.prompt | 100% | — |
Agent Frameworks Engine Disagreement by Prompt
Ranks Agent Frameworks prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility.prompt | 100% | — |
Most-cited domains in Agent Frameworks answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | youtube.comsource | 31% | — |
Agent Frameworks Brands in OpenAI Model API Answers
Ranks reviewed Agent Frameworks brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Microsoft Agent Frameworkcompany | 50% | — |
Agent Frameworks Brands in Anthropic Model API Answers
Ranks reviewed Agent Frameworks brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 75% | — |
Agent Frameworks Brands in Gemini Model API Answers
Ranks reviewed Agent Frameworks brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 50% | — |
Enterprise Search Brand Visibility
Ranks reviewed Enterprise Search brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 64% | — |
Enterprise Search Citation Share
Ranks reviewed Enterprise Search brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | GoSearchcompany | 21% | — |
Enterprise Search Engine Breadth
Ranks reviewed Enterprise Search brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 3 engines | — |
Enterprise Search Prompt Brand Leaders
Shows the leading reviewed Enterprise Search brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which enterprise search tools offer broad application connectors, fast content refresh, and permission-aware results?prompt | 100% | — |
Enterprise Search Engine Disagreement by Prompt
Ranks Enterprise Search prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a managed retrieval service for building grounded enterprise assistants with citations and source provenance.prompt | 100% | — |
Most-cited domains in Enterprise Search answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | gosearch.aisource | 17% | — |
Enterprise Search Brands in OpenAI Model API Answers
Ranks reviewed Enterprise Search brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 63% | — |
Enterprise Search Brands in Anthropic Model API Answers
Ranks reviewed Enterprise Search brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 88% | — |
Enterprise Search Brands in Gemini Model API Answers
Ranks reviewed Enterprise Search brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Elastic Search AIcompany | 63% | — |
AI Developer Tools Brand Visibility
Ranks reviewed AI Developer Tools brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 50% | — |
AI Developer Tools Citation Share
Ranks reviewed AI Developer Tools brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Augment Codecompany | 56% | — |
AI Developer Tools Engine Breadth
Ranks reviewed AI Developer Tools brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 3 engines | — |
AI Developer Tools Prompt Brand Leaders
Shows the leading reviewed AI Developer Tools brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.prompt | 100% | — |
AI Developer Tools Engine Disagreement by Prompt
Ranks AI Developer Tools prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?prompt | 100% | — |
AI Developer Tools Brands in OpenAI Model API Answers
Ranks reviewed AI Developer Tools brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 75% | — |
Most-cited domains in AI Developer Tools answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | augmentcode.comsource | 39% | — |
AI Developer Tools Brands in Anthropic Model API Answers
Ranks reviewed AI Developer Tools brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 63% | — |
AI Developer Tools Brands in Gemini Model API Answers
Ranks reviewed AI Developer Tools brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | GitHub Copilotcompany | 25% | — |
Cloud GPU Platforms Brand Visibility
Ranks reviewed Cloud GPU Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Runpodcompany | 67% | — |
Cloud GPU Platforms Citation Share
Ranks reviewed Cloud GPU Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Runpodcompany | 50% | — |
Cloud GPU Platforms Engine Breadth
Ranks reviewed Cloud GPU Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Runpodcompany | 3 engines | — |
Cloud GPU Platforms Prompt Brand Leaders
Shows the leading reviewed Cloud GPU Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend a GPU cloud for autoscaling production inference with custom containers, scale-to-zero, and predictable cold starts.prompt | 100% | — |
Cloud GPU Platforms Engine Disagreement by Prompt
Ranks Cloud GPU Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Which GPU clouds offer strong managed Kubernetes or Slurm support for distributed AI training and inference?prompt | 90% | — |
Cloud GPU Platforms Brands in OpenAI Model API Answers
Ranks reviewed Cloud GPU Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Runpodcompany | 88% | — |
Most-cited domains in Cloud GPU Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | runpod.iosource | 58% | — |
Cloud GPU Platforms Brands in Anthropic Model API Answers
Ranks reviewed Cloud GPU Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Lambda Cloudcompany | 88% | — |
Cloud GPU Platforms Brands in Gemini Model API Answers
Ranks reviewed Cloud GPU Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Runpodcompany | 75% | — |
Cybersecurity Platforms Brand Visibility
Ranks reviewed Cybersecurity Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 58% | — |
Cybersecurity Platforms Citation Share
Ranks reviewed Cybersecurity Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 36% | — |
Cybersecurity Platforms Engine Breadth
Ranks reviewed Cybersecurity Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 3 engines | — |
Cybersecurity Platforms Prompt Brand Leaders
Shows the leading reviewed Cybersecurity Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which cloud security platform is strongest for posture management, workload protection, entitlement risk, and attack-path analysis?prompt | 100% | — |
Cybersecurity Platforms Engine Disagreement by Prompt
Ranks Cybersecurity Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Create a proof-of-concept scorecard for cybersecurity platforms using real detection, false-positive, investigation, and response workflows.prompt | 89% | — |
Cybersecurity Platforms Brands in OpenAI Model API Answers
Ranks reviewed Cybersecurity Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 75% | — |
Most-cited domains in Cybersecurity Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | sentinelone.comsource | 42% | — |
Cybersecurity Platforms Brands in Anthropic Model API Answers
Ranks reviewed Cybersecurity Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | CrowdStrikecompany | 63% | — |
Cybersecurity Platforms Brands in Gemini Model API Answers
Ranks reviewed Cybersecurity Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | SentinelOnecompany | 75% | — |
CRM Platforms Brand Visibility
Ranks reviewed CRM Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 64% | — |
CRM Platforms Citation Share
Ranks reviewed CRM Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 24% | — |
CRM Platforms Engine Breadth
Ranks reviewed CRM Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 3 engines | — |
CRM Platforms Prompt Brand Leaders
Shows the leading reviewed CRM Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which CRM platforms are best for a global enterprise that needs complex sales processes, customization, governance, and analytics?prompt | 100% | — |
CRM Platforms Engine Disagreement by Prompt
Ranks CRM Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a CRM for accurate pipeline inspection, revenue forecasting, conversation intelligence, and sales-manager coaching.prompt | 89% | — |
Most-cited domains in CRM Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | youtube.comsource | 28% | — |
CRM Platforms Brands in OpenAI Model API Answers
Ranks reviewed CRM Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 100% | — |
CRM Platforms Brands in Anthropic Model API Answers
Ranks reviewed CRM Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Salesforcecompany | 75% | — |
CRM Platforms Brands in Gemini Model API Answers
Ranks reviewed CRM Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | HubSpotcompany | 63% | — |
Data Platforms Brand Visibility
Ranks reviewed Data Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Databrickscompany | 50% | — |
Data Platforms Citation Share
Ranks reviewed Data Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Databrickscompany | 22% | — |
Data Platforms Engine Breadth
Ranks reviewed Data Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Databrickscompany | 3 engines | — |
Data Platforms Prompt Brand Leaders
Shows the leading reviewed Data Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows.prompt | 100% | — |
Data Platforms Engine Disagreement by Prompt
Ranks Data Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?prompt | 100% | — |
Data Platforms Brands in OpenAI Model API Answers
Ranks reviewed Data Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Databrickscompany | 63% | — |
Most-cited domains in Data Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | medium.comsource | 22% | — |
Data Platforms Brands in Anthropic Model API Answers
Ranks reviewed Data Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Databrickscompany | 75% | — |
Data Platforms Brands in Gemini Model API Answers
Ranks reviewed Data Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Databrickscompany | 63% | — |
Cloud Platforms Brand Visibility
Ranks reviewed Cloud Platforms brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 81% | — |
Cloud Platforms Citation Share
Ranks reviewed Cloud Platforms brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 36% | — |
Cloud Platforms Engine Breadth
Ranks reviewed Cloud Platforms brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 3 engines | — |
Cloud Platforms Prompt Brand Leaders
Shows the leading reviewed Cloud Platforms brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.prompt | 100% | — |
Cloud Platforms Engine Disagreement by Prompt
Ranks Cloud Platforms prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.prompt | 76% | — |
Most-cited domains in Cloud Platforms answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | linkedin.comsource | 27% | — |
Cloud Platforms Brands in OpenAI Model API Answers
Ranks reviewed Cloud Platforms brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 100% | — |
Cloud Platforms Brands in Anthropic Model API Answers
Ranks reviewed Cloud Platforms brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 100% | — |
Cloud Platforms Brands in Gemini Model API Answers
Ranks reviewed Cloud Platforms brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Google Cloudcompany | 75% | — |
Data Integration Brand Visibility
Ranks reviewed Data Integration brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 56% | — |
Data Integration Citation Share
Ranks reviewed Data Integration brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Qlik Talendcompany | 26% | — |
Data Integration Engine Breadth
Ranks reviewed Data Integration brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 3 engines | — |
Data Integration Prompt Brand Leaders
Shows the leading reviewed Data Integration brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | What data integration tool should a startup evaluate for fast setup, predictable cost, common connectors, and low maintenance?prompt | 100% | — |
Data Integration Engine Disagreement by Prompt
Ranks Data Integration prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a platform for syncing governed warehouse data into sales, marketing, support, and advertising applications.prompt | 100% | — |
Most-cited domains in Data Integration answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | domo.comsource | 40% | — |
Data Integration Brands in OpenAI Model API Answers
Ranks reviewed Data Integration brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 63% | — |
Data Integration Brands in Anthropic Model API Answers
Ranks reviewed Data Integration brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 75% | — |
Data Integration Brands in Gemini Model API Answers
Ranks reviewed Data Integration brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Fivetrancompany | 50% | — |
BI & Analytics Brand Visibility
Ranks reviewed BI & Analytics brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Microsoft Power BIcompany | 63% | — |
BI & Analytics Citation Share
Ranks reviewed BI & Analytics brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Domocompany | 41% | — |
BI & Analytics Engine Breadth
Ranks reviewed BI & Analytics brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Microsoft Power BIcompany | 3 engines | — |
BI & Analytics Prompt Brand Leaders
Shows the leading reviewed BI & Analytics brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | How should a buyer compare BI pricing across creators, viewers, capacity, embedded usage, data volume, and premium features?prompt | 100% | — |
BI & Analytics Engine Disagreement by Prompt
Ranks BI & Analytics prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Which analytics platforms are best for developer workflows, version control, APIs, reusable models, and analytics as code?prompt | 100% | — |
BI & Analytics Brands in OpenAI Model API Answers
Ranks reviewed BI & Analytics brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Microsoft Power BIcompany | 88% | — |
Most-cited domains in BI & Analytics answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | domo.comsource | 29% | — |
BI & Analytics Brands in Anthropic Model API Answers
Ranks reviewed BI & Analytics brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Google Lookercompany | 88% | — |
BI & Analytics Brands in Gemini Model API Answers
Ranks reviewed BI & Analytics brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Microsoft Power BIcompany | 38% | — |
Customer Support Brand Visibility
Ranks reviewed Customer Support brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 50% | — |
Customer Support Citation Share
Ranks reviewed Customer Support brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 20% | — |
Customer Support Engine Breadth
Ranks reviewed Customer Support brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 3 engines | — |
Customer Support Prompt Brand Leaders
Shows the leading reviewed Customer Support brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which customer service tools are best for an ecommerce brand that needs order context, social messaging, returns workflows, and seasonal scale?prompt | 100% | — |
Customer Support Engine Disagreement by Prompt
Ranks Customer Support prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a support platform with strong knowledge authoring, search, content governance, localization, and agent-assist capabilities.prompt | 100% | — |
Customer Support Brands in OpenAI Model API Answers
Ranks reviewed Customer Support brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 63% | — |
Most-cited domains in Customer Support answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | kustomer.comsource | 17% | — |
Customer Support Brands in Anthropic Model API Answers
Ranks reviewed Customer Support brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 63% | — |
Customer Support Brands in Gemini Model API Answers
Ranks reviewed Customer Support brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Zendeskcompany | 63% | — |
Marketing Automation Brand Visibility
Ranks reviewed Marketing Automation brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 44% | — |
Marketing Automation Citation Share
Ranks reviewed Marketing Automation brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Brazecompany | 27% | — |
Marketing Automation Engine Breadth
Ranks reviewed Marketing Automation brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 3 engines | — |
Marketing Automation Prompt Brand Leaders
Shows the leading reviewed Marketing Automation brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Which marketing automation platforms are best for orchestrating email, messaging, journeys, lead management, and campaign measurement?prompt | 100% | — |
Marketing Automation Engine Disagreement by Prompt
Ranks Marketing Automation prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Recommend a marketing automation tool for a small business that needs simple campaigns, CRM context, forms, segmentation, and transparent pricing.prompt | 89% | — |
Most-cited domains in Marketing Automation answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | 6sense.comsource | 15% | — |
Marketing Automation Brands in OpenAI Model API Answers
Ranks reviewed Marketing Automation brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 63% | — |
Marketing Automation Brands in Anthropic Model API Answers
Ranks reviewed Marketing Automation brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 63% | — |
Marketing Automation Brands in Gemini Model API Answers
Ranks reviewed Marketing Automation brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Salesforce Marketing Cloudcompany | 38% | — |
Sales Intelligence Brand Visibility
Ranks reviewed Sales Intelligence brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 63% | — |
Sales Intelligence Citation Share
Ranks reviewed Sales Intelligence brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 31% | — |
Sales Intelligence Engine Breadth
Ranks reviewed Sales Intelligence brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 3 engines | — |
Sales Intelligence Prompt Brand Leaders
Shows the leading reviewed Sales Intelligence brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Compare sales intelligence platforms on coverage, accuracy, freshness, intent, workflows, integrations, compliance, APIs, and support.prompt | 100% | — |
Sales Intelligence Engine Disagreement by Prompt
Ranks Sales Intelligence prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | When should a company consolidate prospect data, enrichment, intent, account research, scoring, and sequencing on one revenue platform?prompt | 100% | — |
Most-cited domains in Sales Intelligence answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | pipeline.zoominfo.comsource | 33% | — |
Sales Intelligence Brands in OpenAI Model API Answers
Ranks reviewed Sales Intelligence brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 100% | — |
Sales Intelligence Brands in Anthropic Model API Answers
Ranks reviewed Sales Intelligence brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Apollo.iocompany | 88% | — |
Sales Intelligence Brands in Gemini Model API Answers
Ranks reviewed Sales Intelligence brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | ZoomInfocompany | 38% | — |
Finance & ERP Brand Visibility
Ranks reviewed Finance & ERP brands by the share of all successful benchmark answers in which they appear.
| Rank | Entity | Mention coverage | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 63% | — |
Finance & ERP Citation Share
Ranks reviewed Finance & ERP brands by their share of answer-level citations to reviewed brand domains.
| Rank | Entity | Citation share | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 33% | — |
Finance & ERP Engine Breadth
Ranks reviewed Finance & ERP brands by the number of benchmark engines on which they appear.
| Rank | Entity | Engine breadth | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 3 engines | — |
Finance & ERP Prompt Brand Leaders
Shows the leading reviewed Finance & ERP brand for every public prompt and its cross-engine consistency.
| Rank | Entity | Leading-brand engine consensus | Change |
|---|---|---|---|
| 01 | Compare ERP vendors on financial controls, identity, segregation of duties, auditability, encryption, residency, retention, and compliance.prompt | 100% | — |
Finance & ERP Engine Disagreement by Prompt
Ranks Finance & ERP prompts by how differently the configured engines surface the reviewed brand universe.
| Rank | Entity | Cross-engine brand disagreement | Change |
|---|---|---|---|
| 01 | Create a shortlist of finance and ERP vendors for a global company modernizing financials, procurement, planning, and operations.prompt | 89% | — |
Most-cited domains in Finance & ERP answers
Domains ranked by unique cited-answer coverage across Rank.ai's complete public prompt benchmark. This measures sourcing visibility—not recommendation or authority.
| Rank | Entity | Cited-answer coverage | Change |
|---|---|---|---|
| 01 | linkedin.comsource | 23% | — |
Finance & ERP Brands in OpenAI Model API Answers
Ranks reviewed Finance & ERP brands by presence in OpenAI's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | OpenAI recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 75% | — |
Finance & ERP Brands in Anthropic Model API Answers
Ranks reviewed Finance & ERP brands by presence in Anthropic's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Anthropic recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 75% | — |
Finance & ERP Brands in Gemini Model API Answers
Ranks reviewed Finance & ERP brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Gemini recommendation-prompt presence | Change |
|---|---|---|---|
| 01 | Oracle NetSuitecompany | 63% | — |
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