Groq API Alternatives
Decision and evidence surface verified 2026-08-14.
Groq is fine on its own — but here is every other provider we route to, compared on price, wire compatibility, and what a migration would actually cost in engineering time. We route to all 12, so this table has no reason to steer you anywhere in particular.
Provider comparison
| Provider | Median price/M | Median tok/s | Effort | Operational trade |
|---|---|---|---|---|
| Amazon | $0.11 | 108 | rewrite | Loses: no free tier |
| Mistral | $0.45 | 118 | config | No operational facts lost vs the source provider |
| Meta | $1.06 | — | config | Loses: no batch discount, no free tier, no documented data residency |
| DeepSeek | $1.32 | 100 | config | Loses: no batch discount, no free tier, no documented data residency |
| Cerebras | $1.41 | 2215 | config | Loses: no batch discount |
| Z.ai | $2.15 | — | config | Loses: no batch discount, no documented data residency |
| $2.25 | 114 | code-change | No operational facts lost vs the source provider | |
| Qwen | $2.80 | 49 | code-change | Loses: no batch discount |
| xAI | $3.00 | 98 | config | Loses: no batch discount, no documented data residency |
| OpenAI | $5.63 | 78 | config | Loses: no free tier |
| Anthropic | $8.00 | 67 | code-change | Loses: no free tier, no documented data residency |
What your Groq stack becomes
The closest cross-provider alternative for each of Groq's top current models by price.
| Groq model | Closest alternative | Effort | Price Δ | Biggest gap |
|---|---|---|---|---|
| Qwen 3.8 30B | GPT-OSS 120B (Cerebras) (Cerebras) | config | -62.5% | No vision input |
| GPT-OSS 120B | GPT-OSS 120B (Cerebras) (Cerebras) | config | +71.4% | Loses the 50% batch discount |
| GPT-OSS 20B | GPT-OSS 120B (Cerebras) (Cerebras) | config | +242.9% | Loses the 50% batch discount |
FAQ
What's the easiest provider to switch to from Groq?
Mistral — a config change, since it's fully OpenAI-compatible like Groq.
Is switching away from Groq worth it?
Depends on the model. Check the model-mapping table below: each of Groq's current models is matched against its closest cross-provider alternative, with the price delta and what you'd give up.
Do I have to pick one provider?
No — All AI Ask routes to Groq and every provider in the table below through one API key, so you can compare live instead of committing upfront.
Groq exit identity, wire conformance, and fallback qualification
Batch 47 decision and evidence surface · verified 2026-08-14 · exact route allowlist match: /llm-providers/groq/alternatives.
Host-model-artifact replacement classifier
Frozen Batch 47 groq-alternatives fixture — Groq-hosted model, alternate host, private artifact, and gateway identity; first-party evidence checked 2026-08-14; unresolved joins render Unavailable.
Method: every calculation uses only the joined fields shown in its row; missing joins fail closed. First-party source: Groq API documentation. Verified: 2026-08-14.
| Fixture / field ID | Named inputs | Observation | Formula / boundary | Decision |
|---|---|---|---|---|
same model / same revisionbatch47-groq-alternatives-m1-r1 | provider=Meta; host=GroqCloud; endpoint=llama-3.3-70b-versatile; revision=alias; artifact hash=Unavailable; precision=Unavailable; runtime=Groq | Model and endpoint join, but the hosted artifact hash and precision are not exposed. | identity complete = provider ∧ host ∧ endpoint ∧ model ∧ revision ∧ artifact ∧ precision ∧ runtime Boundary: A shared model ID cannot establish same-service parity. | UNAVAILABLE — artifact identity missing. |
same family / different revisionbatch47-groq-alternatives-m1-r2 | provider=Meta; host=alternate host; endpoint=provider-compatible; model family=Llama; revision=2026-07 snapshot; context=128K | Family and context join, but the revision differs from the frozen Groq alias. | eligible = exact revision match ∧ context gate ∧ tool gate Boundary: Family similarity does not authorize a cross-date result transfer. | FAIL — revision mismatch. |
named quantization + private runtimebatch47-groq-alternatives-m1-r3 | artifact=Qwen3-32B-AWQ; hash=sha256:7f2c…; precision=4-bit; runtime=vLLM; tools=external | Artifact hash and runtime are pinned; private operator assumes queueing, updates, and tool isolation. | eligible class = private artifact only when hash ∧ runtime ∧ tool harness are joined Boundary: A private artifact is not Groq capacity or support parity. | PASS WITH RESPONSIBILITY SHIFT — deployer owns operations. |
Groq wire-and-control conformance pack
Frozen Batch 47 groq-alternatives fixture — OpenAI-shaped requests, controls, streams, usage, errors, and tools; first-party evidence checked 2026-08-14; unresolved joins render Unavailable.
Method: every calculation uses only the joined fields shown in its row; missing joins fail closed. First-party source: Groq API documentation. Verified: 2026-08-14.
| Fixture / field ID | Named inputs | Observation | Formula / boundary | Decision |
|---|---|---|---|---|
plain chat + strict schemabatch47-groq-alternatives-m2-r1 | request=req-471; response=res-471; schema=sha256:aa91; usage=use-471; stop=completed | Text and usage IDs join; candidate schema validation is only observed after adapter repair. | conformance = joined request/response/usage IDs ∧ schema checker pass Boundary: Compatible JSON is not proof of strict-schema enforcement. | PASS WITH REPAIR — schema adapter retained. |
forced + parallel tools + reasoning controlbatch47-groq-alternatives-m2-r2 | tool-call=t-11/t-12; mode=high; effective mode=Unavailable; event order=joined; tool result IDs=joined | Forced and parallel tool IDs join, but effective reasoning mode is not observed. | control pass = submitted control = effective control ∧ tool settlement Boundary: Accepted control text cannot substitute for effective-mode evidence. | UNAVAILABLE — reasoning control unknown. |
audio input + interrupted stream + retrybatch47-groq-alternatives-m2-r3 | audio hash=sha256:19bd; event=ev-88; cancel=missing; retry=req-88b; error=overload | Audio input and retry identity join; cancellation event is absent after the partial stream. | replayable = checkpoint ∧ cancellation event ∧ retry identity ∧ no duplicate effect Boundary: Discard an unjoined partial stream; do not score it as parity. | FAIL — cancellation contract differs. |
Burst-to-fallback qualification board
Frozen Batch 47 groq-alternatives fixture — Matched concurrency, queue, throttling, recovery, and side-effect fixtures; first-party evidence checked 2026-08-14; unresolved joins render Unavailable.
Method: every calculation uses only the joined fields shown in its row; missing joins fail closed. First-party source: Groq API documentation. Verified: 2026-08-14.
| Fixture / field ID | Named inputs | Observation | Formula / boundary | Decision |
|---|---|---|---|---|
1 concurrent short generationbatch47-groq-alternatives-m3-r1 | window=steady; accepted=1; queued=0; throttled=0; error=0; TTFT=182ms; fallback=none | Single-request observation completes with a joined request ID and no fallback. | promotion(read-only) = accepted ∧ identity complete ∧ observed TTFT Boundary: A one-request result says nothing about burst capacity. | PASS — single-request scope only. |
32/128 concurrent long outputs + four-step read-only agentbatch47-groq-alternatives-m3-r2 | concurrency=32/128; accepted=29/91; queued=3/21; throttled=0/16; errors=3/0; tool IDs=joined; retry-after=provider header | The 128 wave includes errors and queueing; retry authority is documented but no cross-provider latency is borrowed. | coverage = accepted / declared; fallback eligible only if retry authority ∧ tool IDs ∧ candidate identity Boundary: Groq observations cannot be transferred to Cerebras or another host. | PASS WITH LIMIT — 128-wave promotion blocked. |
idempotent mutation during recoverybatch47-groq-alternatives-m3-r3 | effect key=order-47; primary=GroqCloud; fallback=private-vLLM; duplicate effects=0; rollback owner=platform | Read-only fallback is qualified; mutation canary has no matched candidate response after recovery. | mutating promotion = effect isolated ∧ duplicate count=0 ∧ recovery decision owned Boundary: No mutation promotion from a read-only recovery run. | UNAVAILABLE — candidate mutation result missing. |
Route owner CTA: test this decision path at All AI Ask. This surface does not transfer evidence to another host, model, region, tier, artifact, or scenario.