That any model is "safe to switch to" for a production workload.
A switch decision requires a real-task quality gate on the specific workload. No dataset covers that yet.
We publish the method, not a result.
Each claim below resolves through the same chain: claim → evidence → dataset → methodology → source → data date. A claim that cannot complete that chain does not get published as a fact — it is listed with the reason instead.
Quick answer
Harpd publishes 5 claims that resolve to 4 registered datasets, each with its own methodology URL and the date the underlying data was current. Claims are typed (measured, observed, calculated or a labelled modeled estimate), so an estimate can never be read as a measurement, and Rank Points are recorded as promotional placement rather than an editorial quality score.
Data source: Harpd evidence graph (first-party)Last updated: Machine-readable graph (JSON)Methodology overview
An evidence graph turns a marketing claim into a verifiable chain: claim → evidence → dataset → methodology → source → data date. Showing the chain (and the claims that fail it) lets a reader or answer engine trust a number because they can trace it, not because Harpd asserts it.
Data source: Harpd evidence graph (first-party)Last updated: October 20, 2026
Each block is independently quotable: statement, claim type, dataset, method and data date. Copy the citation line as-is when referencing a figure.
Cite asHarpd. "Harpd Model Pricing Dataset." harpd.com/llm-pricing/ Accessed: 2026-08-18. License: CC BY 4.0.
Cite asHarpd. "Harpd Benchmark Dataset." harpd.com/benchmarks/ Accessed: 2026-08-18. License: CC BY 4.0.
Cite asHarpd. "Harpd Product Ranking Dataset." harpd.com/data/ Accessed: 2026-10-20. License: CC BY 4.0.
Cite asHarpd. "Harpd Product Ranking Dataset." harpd.com/data/ Accessed: 2026-10-20. License: CC BY 4.0.
Cite asHarpd. "Harpd Methodology Dataset." harpd.com/methodology/ Accessed: 2026-10-20. License: CC BY 4.0.
Statements Harpd deliberately does not make, and what would have to exist first.
That any model is "safe to switch to" for a production workload.
A switch decision requires a real-task quality gate on the specific workload. No dataset covers that yet.
We publish the method, not a result.
That a higher-ranked product on Harpd Rank is a better product.
Rank Points are promotional placement bought with Credits. Harpd holds no quality measurement that would support an ordering by merit.
Monthly visit counts or user review scores for listed products.
Harpd has no first-party measurement of third-party traffic or reviews, and does not republish vendor-supplied figures as facts.
The non-sponsored signals Harpd can verify are published in /data/rank-open-data.json instead.
The register is built in code from live data sources — the pricing registry's per-record verification dates, the benchmark run's own timestamp, and the newest updatedAt across approved Rank listings. Each claim is then resolved against the canonical dataset registry; anything missing a dataset, a methodology URL or a real data timestamp fails the gate and cannot be rendered as a fact. Full methodology →
Underlying data date:
Copy the citation line that matches your format. Every citation includes the dataset, methodology, data date and licence.
Data: https://harpd.com/data/evidence.json
Method: https://harpd.com/rank/methodology/
Updated: 2026-10-20
Licensed under CC BY 4.0. Attribution to Harpd is required when reused.