Ranking rules · daily + 7-day lookback
How we rank AI Gateway models
Independent ranking (daily + weekly). Not affiliated with Vercel. Catalog, adoption, and DeepsecBench numbers come from Vercel AI Gateway data licensed CC BY 4.0.
What the picks mean
- Today vs this week share the same formulas. Today ranks the last complete export day: displayed shares are that day, but pick gates (adoption, the 3% workhorse floor) still use the 7-day mean so a one-day dropout or spike cannot jump pools. Rising's fallback is that day minus the 7-day mean. This week is the citable 7-day ranking — same math as before. Week-over-week token-share growth is the weekly rising fallback.
- Homepage picks are the unrestricted winners. ZDR is a badge on the card when the priced route qualifies, and a second price when a cheaper non-ZDR route won. The privacy lane still ranks only models where the catalog marks both ZDR and no-training as
allorsome, matching Vercel's?zdr=trueand?npt=truefilters, at the cheapest ZDR endpoint. - Open lane ranks the full catalog, including models that train or skip ZDR, priced at list or the cheapest endpoint of any kind, whichever is lower.
- Capable means tool-use plus at least 128,000 tokens of context. Vision is not required.
- Blended price is 3× input + 1× output, in $ / 1M tokens, at the endpoint each lane would actually route through.
- Value on the weekly page is 7-day mean token share divided by blended $ / 1M. The daily page uses that complete day's share in the same formula. Days a model is absent from the leaderboard count as zero in the 7-day mean.
- Bang-for-buck is a DeepsecBench run's score divided by that same run's cost — runs are never mixed. Adopted models take the homepage slot when any qualify. Frontier is the highest Artificial Analysis intelligence index among capable models at or under $6.00 / 1M — coding, then Deepsec, then cheaper blend break ties. Deepsec highest score is the fallback only when nobody in-band has AA, then spend share — not overpay. Ranked boards show the top 20 of each metric. We ignore Deepsec runs scoring below 12 when ranking bang.
- Cheap router is the cheapest capable model blending at or under $0.50 / 1M that also clears a quality floor (Deepsec ≥ 12 or AA intel/coding ≥ 40). Workhorse is the highest everyday-run Deepsec score among capable models holding at least 3% token share at or under $6.00 / 1M, excluding the cheap-router family — AA intelligence is the fallback when nobody in that pool is benchmarked. Rising is the leftover capable model in that same usable band, ranked on AA first so a high-quality catalog row the other roles missed can surface. Weekly fallback is week-over-week token-share growth; daily fallback is complete-day share minus the 7-day mean.
Sources
- AI Gateway catalog
- AI Gateway models page — official list-vs-sale discounts
- Model adoption leaderboard
- Lab adoption leaderboard
- DeepsecBench results
- Artificial Analysis language models (Free API) — Intelligence, coding, and agentic indices: Artificial Analysis, CC BY 4.0. OpenRouter is the fallback when the AA key is missing.
Frequently asked questions
- What does ZDR + no training mean?
- ZDR is zero data retention: the provider does not keep prompts. No training means prompts are not used to train models. The weekly cards badge ZDR when the priced route qualifies — not when the model family merely has a ZDR provider somewhere. A privacy route requires the catalog to mark both `zdr` and `no_training` as all or some, matching ?zdr=true and ?npt=true. `some` means only certain providers behind a model id qualify, so the ZDR price is the cheapest ZDR endpoint, even when a cheaper non-ZDR route exists.
- How is bang-for-buck calculated?
- Bang-for-buck is a DeepsecBench run's score divided by that same run's cost — each run is kept intact, so a model's best score and its most efficient run are reported separately instead of mixed together. Adopted models win the homepage slot when any qualify, so a 0-token catalog row cannot. Value score is 7-day mean token share (missing days count as zero) divided by blended $/1M, using a 3× input + 1× output mix. On sale matches Vercel's official list-vs-sale promo on the models page — a cheaper third-party endpoint is a routing price, not a discount.
- Which models count as capable?
- Capable models support tool use and have at least 128,000 tokens of context. Vision is not required. Cheap routers blend at or under $0.50 / 1M and must clear a quality floor: Deepsec ≥ 12 or an Artificial Analysis intelligence/coding index ≥ 40. Workhorses are the capable models people actually run (at least 3% token share of the 7-day mean, on both pages) at or under $6.00 / 1M, excluding the cheap-router family, ranked on everyday Deepsec — AA intelligence is the fallback when nobody in that pool is benchmarked. Frontier is the highest AA intelligence among capable models at or under $6.00 / 1M. Rising is the leftover capable model in that same usable band, ranked on AA first so a high-quality catalog row the other roles missed can surface. Weekly fallback is week-over-week token-share growth; daily fallback is complete-day share minus the 7-day mean.
- What does the AA number mean?
- AA intel / coding / agentic are Artificial Analysis headline indices, fetched from the Artificial Analysis Free API (OpenRouter is the fallback). They are never averaged with DeepsecBench. Frontier and rising rank on AA intelligence inside the usable price band (at or under $6 / 1M) — coding, then Deepsec, then cheaper blend break ties. A $10 model does not take a default slot. Workhorse still uses the everyday Deepsec run first, with AA as the fallback. Cheap routers may qualify on an AA floor when they have no Deepsec run. Ranked boards show the top 20 of each metric: intelligence, coding, bang, Deepsec score, on sale, cheap, tokens, and spend.
- Is this an official Vercel product?
- No. bestmodels.dev is an independent ranking (daily home, weekly at /week). Catalog, adoption, and DeepsecBench numbers come from Vercel AI Gateway data licensed CC BY 4.0. We are not affiliated with Vercel.