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AI Engine Disagreement by Prompt | Rank.ai

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AI Engine Disagreement by Prompt

Ranks public prompts by how differently the configured AI engines surface the reviewed brand universe.

Coverage: 20 entities
Confidence: 100%
Freshness: current
Export: CSV / JSON

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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cross-engine brand disagreement

Find in tableEntity typeMovementConfidenceEvidence NRank rangeColumnsSort rowsPrompt intentMinimum leader consensusMinimum disagreementDistinct reviewed brands

20of 20 rows

AI Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Explain
01	Recommend a reliable hosted model API for a customer-facing product.prompt	Leading reviewed brand: OpenAI	94.4%	7	14	6	66.67%	100%	3	Run this prompt Why this rank
02	What are the best platforms for routing requests across multiple AI models?prompt	Leading reviewed brand: OpenRouter	83.3%	5	12	4	66.67%	100%	3	Run this prompt Why this rank
03	Recommend AI model API providers for regulated enterprise workloads.prompt	Leading reviewed brand: OpenAI	77.8%	10	21	6	66.67%	100%	3	Run this prompt Why this rank
04	Which hosted AI inference platforms offer the lowest latency?prompt	Leading reviewed brand: Fireworks AI	67.2%	8	14	5	100%	100%	3	Run this prompt Why this rank
05	Recommend the best multimodal model APIs for text and image workflows.prompt	Leading reviewed brand: Google Gemini	67.2%	8	17	5	100%	100%	3	Run this prompt Why this rank
06	Compare hosted model platforms for observability and production controls.prompt	Leading reviewed brand: Hugging Face	66.7%	3	19	3	33.33%	100%	3	Run this prompt Why this rank
07	Which LLM API providers have the best global availability and uptime?prompt	Leading reviewed brand: Google Gemini	61.3%	16	17	9	100%	100%	3	Run this prompt Why this rank
08	Compare AI platforms that support managed fine-tuning and custom models.prompt	Leading reviewed brand: Google Gemini	60.5%	14	22	8	100%	100%	3	Run this prompt Why this rank
09	What are the most cost-effective LLM API providers at scale?prompt	Leading reviewed brand: DeepSeek	60.1%	21	16	11	100%	100%	3	Run this prompt Why this rank
10	Which LLM API platforms have the best developer experience?prompt	Leading reviewed brand: Anthropic	58.4%	17	14	10	100%	100%	3	Run this prompt Viewing why
11	What are the best LLM API platforms for a production application?prompt	Leading reviewed brand: Anthropic	58.2%	24	14	13	100%	100%	3	Run this prompt Why this rank
12	Create a shortlist of AI model API vendors for a technical buying team.prompt	Leading reviewed brand: Anthropic	57.9%	17	20	10	100%	100%	3	Run this prompt Why this rank
13	Compare AI model API providers on security, privacy, and compliance.prompt	Leading reviewed brand: OpenAI	51.9%	17	19	9	100%	100%	3	Run this prompt Why this rank
14	Which platforms are best for hosting open-weight models behind an API?prompt	Leading reviewed brand: Hugging Face	49.0%	15	15	8	100%	100%	3	Run this prompt Why this rank
15	What AI model API platform should an early-stage startup evaluate first?prompt	Leading reviewed brand: OpenAI	48.4%	15	14	7	100%	100%	3	Run this prompt Why this rank
16	Compare the leading AI model APIs for production use.prompt	Leading reviewed brand: Anthropic	48.2%	16	19	8	100%	100%	3	Run this prompt Why this rank
17	Recommend hosted AI APIs for high-throughput batch inference.prompt	Leading reviewed brand: Together AI	44.4%	13	19	6	100%	100%	3	Run this prompt Why this rank
18	Which AI model API providers are strongest for enterprise software teams?prompt	Leading reviewed brand: Anthropic	42.9%	15	16	7	100%	100%	3	Run this prompt Why this rank
19	How do major LLM API platforms compare on pricing and rate limits?prompt	Leading reviewed brand: Anthropic	34.4%	14	18	6	100%	100%	3	Run this prompt Why this rank
20	Which AI model APIs offer the strongest context windows and tool use?prompt	Leading reviewed brand: Anthropic	16.7%	10	13	4	100%	100%	3	Run this prompt Why this rank

HISTORICAL SERIES

AI Engine Disagreement by Prompt leader

Historical data is not available for this snapshot yet.

Some explanation inputs are unavailable Missing: comparablePriorRanking.

Published rank: #10
Score: 58.399 percent
Overall confidence: 100%
Coverage: 100%
Sample size: 3
As of: Jul 27, 2026, 1:26 PM UTC

SCORE CONSTRUCTION

Component ledger

5/5 evidenced

Components contributing to Which LLM API platforms have the best developer experience?'s rank
Component	Value	Weight	Contribution	Evidence	Status
public prompt brand presence events	17	0%	—	1	available
public prompt citation urls	14	0%	—	1	available
public prompt distinct reviewed brands	10	0%	—	1	available

public prompt engine disagreement	58.399471	100%	58.399	1	available

public prompt leading brand consensus	100	0%	—	1	available

PRIMARY EVIDENCE

Source trail

5 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Jul 27, 2026, 1:26 PM UTC17 presence_events100% confidence
Source
Rank.ai Public Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"developer-friendly-llm-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["4dcc837f-fc29-4909-b060-3ac8695e3fb6","962dd8ed-d508-4b1f-ae74-c71151a12e07","7d60bd57-d14b-473e-a07f-20bf6030fea9"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Jul 27, 2026, 1:26 PM UTC14 urls100% confidence
Source
Rank.ai Public Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"developer-friendly-llm-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["4dcc837f-fc29-4909-b060-3ac8695e3fb6","962dd8ed-d508-4b1f-ae74-c71151a12e07","7d60bd57-d14b-473e-a07f-20bf6030fea9"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Jul 27, 2026, 1:26 PM UTC10 brands100% confidence
Source
Rank.ai Public Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"developer-friendly-llm-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["4dcc837f-fc29-4909-b060-3ac8695e3fb6","962dd8ed-d508-4b1f-ae74-c71151a12e07","7d60bd57-d14b-473e-a07f-20bf6030fea9"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Jul 27, 2026, 1:26 PM UTC58.399 percent100% confidence
Source
Rank.ai Public Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"developer-friendly-llm-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["4dcc837f-fc29-4909-b060-3ac8695e3fb6","962dd8ed-d508-4b1f-ae74-c71151a12e07","7d60bd57-d14b-473e-a07f-20bf6030fea9"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading brand consensus · observed Jul 27, 2026, 1:26 PM UTC100 percent100% confidence
Source
Rank.ai Public Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"developer-friendly-llm-api","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["4dcc837f-fc29-4909-b060-3ac8695e3fb6","962dd8ed-d508-4b1f-ae74-c71151a12e07","7d60bd57-d14b-473e-a07f-20bf6030fea9"],"parentSnapshotId":"6078eb80-2fb9-4d60-a6a6-94f2aaac061d","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗