Model comparison

Compare AI models.

Choose 2–4 models to compare provider prices, specifications, coding tests, and Vercel AI Gateway usage. Enter your workload to estimate monthly API cost.

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Price provider

Monthly API cost estimate

Requests / monthInput tokens / requestOutput tokens / request

USD projection using the selected provider’s current paired text-token rates. Excludes media inputs, caching, extra reasoning tokens, and retries. Advanced calculator

How the estimate works

One call per request; no media input charges, cache discount, additional reasoning tokens, or retries. The initial provider uses the lowest current paired rate at a 4:1 input/output token ratio. Choose another provider above to update both its rates and the estimate. Prices are checked within seven days; provider limits can differ from model specifications. alm-cost-2.0 methodology

Comparison details

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Model specifications, provider pricing, coding evidence, and usage signals for Ornith 1.5 35B A3B, V4.1 Flash Heretic
Comparison	Ornith 1.5 35B A3BCreator unverified	V4.1 Flash HereticDeepSeek
At a glance
Projected monthly cost (USD)	$26.00	$51.48
Input / output per 1M tokens (USD)	$0.10 / $0.40	$0.198 / $0.792
Selected provider	NanoGPT	NanoGPT
Context window	328K	512K
Model specifications
Max output	66K	128K
Input modalities	Text reportedImage reportedAudio not reportedVideo not reportedPDF not reported	Text reportedImage reportedAudio not reportedVideo not reportedPDF not reported
Output modalities	Text reportedImage not reportedAudio not reportedVideo not reportedPDF not reported	Text reportedImage not reportedAudio not reportedVideo not reportedPDF not reported
Features
Reasoning	Reported	Reported
Tool calling	Reported	Reported
Structured output	Reported	Not confirmed
Vision	Reported	Reported
Feature index (heuristic)	91.5alm-capability-0.7 · methodology	85.1alm-capability-0.7 · methodology
Weights	Open (source-reported)	Open (source-reported)
Providers and availability
Provider options	3 reported · View providers	1 reported · View providers
Catalog status	current	current
Release date	2026-08-18	2026-10-31
Coding evidence and usage
Aider Polyglot · latest run	No comparable run available	No comparable run available
Vercel AI Gateway text request share	No unambiguous current match	No unambiguous current match
7-day share change	Unavailable	Unavailable
Adoption and history	View history	View history

Colored modality icons are reported inputs or outputs; gray means not reported. Icons appear in this order: text, image, audio, video, PDF. Feature support and the feature index do not establish quality on your workload. Historical coding runs use different settings; adoption shares cover Vercel AI Gateway only.