Inference Labs › Compare models › Llama 3.3 70B vs Gemini 2.5 Flash
Llama 3.3 70B vs Gemini 2.5 Flash
Side-by-side comparison of Llama 3.3 70B and Gemini 2.5 Flash: per-token pricing, context windows, strengths, and which to pick for production workloads.
Llama 3.3 70B
Strengths
- Symmetric pricing makes long outputs cheap.
- Open weights -- can be self-hosted or fine-tuned at will.
Trade-offs
- Quality below frontier closed models for hard reasoning.
- Tool-use behavior varies by provider.
Gemini 2.5 Flash
Strengths
- Cheapest 1M-context model in production.
- Latency competitive with Haiku for short outputs.
Trade-offs
- Output quality dip on niche domains vs Sonnet.
- Less mature function-calling than OpenAI.
Side-by-side pricing
| Metric | Llama 3.3 70B | Gemini 2.5 Flash |
|---|---|---|
| Input price ($/1M tokens) | $0.72 | $0.07 |
| Output price ($/1M tokens) | $0.72 | $0.30 |
| Context window | 128K tokens | 1,000K tokens |
| Cost for 1M in + 1M out | $1.44 | $0.38 |
| Tier | cheap | cheap |
Which should you pick?
Gemini 2.5 Flash is cheaper per 1M input tokens; Gemini 2.5 Flash is cheaper on output. For high-output workloads (long generation, structured extraction), the output rate dominates.
For long-context use cases, Gemini 2.5 Flash has the larger window (1,000K vs 128K).
In practice, the right answer depends on your traffic mix. Inference Labs lets you route the same request to whichever of these two is best for that prompt -- using policy you define (quality-first, cost-first, latency-first) without changing your application code.
Route between them automatically
Inference Labs is a vendor-neutral router that sits in front of Llama 3.3 70B, Gemini 2.5 Flash, and the other major cloud LLMs. Set per-request policy (max cost, max latency, required quality tier) and the router picks the best model per call. You keep your existing provider accounts -- we just orchestrate.
- Allowlist only the models your team has approved.
- Automatic failover if one provider is degraded.
- Semantic + exact-hash cache reduces redundant calls.
- Per-workspace spend caps and audit-ready trace logs.
Stop hard-coding model names. Start a free Inference Labs trial → -- 500 credits, no card required, see your routing decisions in the dashboard within minutes.