Grok 4 vs Llama 2 13B Chat
Grok 4 (2025) and Llama 2 13B Chat (2023) are frontier reasoning models from xAI and AI at Meta. Grok 4 ships a 256k-token context window, while Llama 2 13B Chat ships a 4k-token context window. On Google-Proof Q&A, Grok 4 leads by 45.7 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Llama 2 13B Chat is ~1150% cheaper at $0.10/1M; pay for Grok 4 only for coding workflow support.
Decision scorecard
Local evidence first| Signal | Grok 4 | Llama 2 13B Chat |
|---|---|---|
| Best for | reasoning-heavy apps, multimodal apps, and tool-calling agents | provider-routed production |
| Decision fit | Coding, RAG, and Agents | Coding, Classification, and JSON / Tool use |
| Context window | 256k | 4k |
| Cheapest output | $2.50/1M tokens | $0.50/1M tokens |
| Provider routes | 4 tracked | 11 tracked |
| Shared benchmarks | Google-Proof Q&A leader | 1 shared |
Decision tradeoffs
- Grok 4 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 45.7 points.
- Grok 4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Grok 4 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
- Local decision data tags Grok 4 for Coding, RAG, and Agents.
- Llama 2 13B Chat has the lower cheapest tracked output price at $0.50/1M tokens.
- Llama 2 13B Chat has broader tracked provider coverage for fallback and route flexibility.
- Local decision data tags Llama 2 13B Chat for Coding, Classification, and JSON / Tool use.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Grok 4
$1,625
Cheapest tracked route/tier: xAI Console
Llama 2 13B Chat
$205
Cheapest tracked route/tier: Replicate API
Estimated monthly gap: $1,420. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on Microsoft Foundry and Replicate API; start route-level A/B tests there.
- Llama 2 13B Chat is $2/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
- Provider overlap exists on Microsoft Foundry and Replicate API; start route-level A/B tests there.
- Grok 4 is $2/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Grok 4 adds Vision, Multimodal, and Reasoning in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-07-09 | 2023-07-18 |
| Context window | 256k | 4k |
| Parameters | — | 13B |
| Architecture | Decoder Only | Decoder Only |
| License | Proprietary | Llama 2 Community |
| Openness | Proprietary | Open weights |
| Weights | Not released | Available |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: conditional |
| Knowledge cutoff | - | 2022-09 |
Pricing and availability
| Pricing attribute | Grok 4 | Llama 2 13B Chat |
|---|---|---|
| Input price | $1.25/1M tokens | $0.10/1M tokens |
| Output price | $2.50/1M tokens | $0.50/1M tokens |
| Providers |
Capabilities
| Capability | Grok 4 | Llama 2 13B Chat |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | Yes | No |
| JSON / Tool use | Yes | No |
| Structured outputs | Yes | Yes |
| Code execution | Yes | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
| Benchmark | Grok 4 | Llama 2 13B Chat |
|---|---|---|
| Google-Proof Q&A | 87.5 | 41.8 |
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Last reviewed: 2026-07-10. Data sourced from public model cards and provider documentation.