CanaryIndex answers “which document-to-Markdown or transcription tool for AI agents actually works?” by running the same public file through each compatible tool and publishing quality, cost, latency and raw evidence—including when a tool could not be measured.
“As of 2026-10-02, CanaryIndex makes no public recommendation for Document to Markdown: no listed public tool has a current passing observation under method 1.0.0.”
Generated from recommendations.json
“As of 2026-10-02, CanaryIndex makes no public recommendation for Audio and video to text: no listed public tool has a current passing observation under method 1.0.0.”
Generated from recommendations.json
One fixed public fixture · pass threshold 80% · unit: page.
Quality: 100% · reliability: 100% (3/3)
Effective cost per accepted unit: $0.00500 (simulated FREE-tier price — owner run was exempt)
Median latency: 6.04 s
Publisher-owned tool — disclosed, never boosted.
Quality: 0% · reliability: unknown
Effective cost per accepted unit: unknown
Median latency: unknown
Independently owned.
Quality: 0% · reliability: unknown
Effective cost per accepted unit: unknown
Median latency: unknown
Independently owned.
One fixed public fixture · pass threshold 70% · unit: started audio minute.
Quality: 58% · reliability: 0% (0/3)
Effective cost per accepted unit: unknown (simulated FREE-tier price — owner run was exempt)
Median latency: 5.93 s
Publisher-owned tool — disclosed, never boosted.
Quality: 0% · reliability: unknown
Effective cost per accepted unit: unknown
Median latency: unknown
Independently owned.
Quality: 0% · reliability: unknown
Effective cost per accepted unit: unknown
Median latency: unknown
Independently owned.
Quality: 0% · reliability: unknown
Effective cost per accepted unit: unknown
Median latency: unknown
Independently owned.
Fetch https://alidaram99.github.io/canaryindex/api/recommendations.json. Rankings require a current passing canary and public listing; sponsorship and ownership are never ranking inputs.
{
"endpoint": "https://alidaram99.github.io/canaryindex/api/recommendations.json",
"observedAt": "2026-10-02T22:50:43.829Z",
"answers": [
{
"category": "document-to-markdown",
"statement": "As of 2026-10-02, CanaryIndex makes no public recommendation for Document to Markdown: no listed public tool has a current passing observation under method 1.0.0."
},
{
"category": "audio-to-text",
"statement": "As of 2026-10-02, CanaryIndex makes no public recommendation for Audio and video to text: no listed public tool has a current passing observation under method 1.0.0."
}
]
}As of 2026-10-02, CanaryIndex makes no public recommendation for Document to Markdown: no listed public tool has a current passing observation under method 1.0.0. As of 2026-10-02, CanaryIndex makes no public recommendation for Audio and video to text: no listed public tool has a current passing observation under method 1.0.0. This answer reflects the public evidence dated 2026-10-02, not a permanent certification.
Yes. Drop-in APIs Actors are prominently labeled, run against the same fixtures, receive no ranking boost, and are excluded from recommendations while private.
No. Failed to observe means CanaryIndex could not obtain a valid measurement, for example because the current Apify plan returned HTTP 403. It is not scored as a product failure.
A recommendation requires a public listing and a current passing canary. Best-quality ordering uses quality, reliability, effective cost, then latency. Payment, sponsorship and ownership are excluded.
Yes. Fetch https://alidaram99.github.io/canaryindex/api/recommendations.json. The JSON, method and raw evidence are public and static.