The leading reviewed brand for every public prompt, with cross-engine consensus and complete bounded evidence.
RANK.AI DATA / LATEST PUBLICATION
AI engine disagreement by prompt
20 prompts ranked by cross engine brand disagreement.
What AI model API platform should an early-stage startup evaluate first? is out in front at 93.3%.
20 promptschecked Sep 10, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
What AI model API platform should an early-stage startup evaluate first?
93.3%cross engine brand disagreement
- Ahead of second place
- 1.7%
- Held by the top three
- 19%
- Middle of the board
- 78.9%
- Below half the leader
- 1 of 20
Highest 93.3%Middle 78.9%
WHY THIS RANK / VERIFIED SNAPSHOT
Compare AI model API providers on security, privacy, and compliance.
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
availablePermalink to this snapshot ↗
- Published rank
- #18
- Score
- 50 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Sep 10, 2026, 12:00 AM UTC
SCORE CONSTRUCTION
7/7 evidencedComponent ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 6 | 0% | — |
| public prompt citation urls | 11 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 50 | 100% | 50 |
| public prompt leading brand consensus | 100 | 0% | — |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
WHY IT MOVED
-7 ranksdown since prior snapshot
- public prompt engine disagreement86.667 → 50-36.667
- public prompt leading brand owned citation gap33.333 → 66.667+33.333
- public prompt leading brand consensus66.667 → 100+33.333
- public prompt distinct reviewed brands5 → 3-2
- public prompt brand presence events7 → 6-1
- public prompt citation urls11 → 110
- public prompt leading brand owned citation coverage33.333 → 33.3330
PRIMARY EVIDENCE
7 public recordsSource trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Sep 10, 2026, 12:00 AM UTC6 presence_events100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Sep 10, 2026, 12:00 AM UTC11 urls100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Sep 10, 2026, 12:00 AM UTC3 brands100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Sep 10, 2026, 12:00 AM UTC50 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Sep 10, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Sep 10, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Sep 10, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai AI API Brands Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"model-api-security-comparison","corpusVersion":"ai-model-api-platforms-2026-07-26","runArtifactIds":["f2ad7cf0-0749-491a-ac3a-3e267c9c03d0","fd55d3c2-8319-4147-9cc4-f27b94a0a256","7e048177-2819-4be1-bbaa-717f70e668d0"],"parentSnapshotId":"5822220c-0bc2-456a-a7a8-9bcfe3108738","providerMatrixVersion":"64232fd32583"}
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