Claude Instant 1.2 vs GPT-4 Turbo
Claude Instant 1.2 (2023) and GPT-4 Turbo (2024) are compact production models from Anthropic and OpenAI. Claude Instant 1.2 ships a 100k-token context window, while GPT-4 Turbo ships a 128k-token context window. On pricing, Claude Instant 1.2 costs $0.80/1M input tokens versus $5/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Claude Instant 1.2 is ~525% cheaper at $0.80/1M; pay for GPT-4 Turbo only for coding workflow support.
Decision scorecard
Local evidence first| Signal | Claude Instant 1.2 | GPT-4 Turbo |
|---|---|---|
| Best for | provider-routed production | multimodal apps, tool-calling agents, and provider-routed production |
| Decision fit | Classification and JSON / Tool use | Coding, RAG, and Agents |
| Context window | 100k | 128k |
| Cheapest output | $2.40/1M tokens | $15/1M tokens |
| Provider routes | 2 tracked | 6 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- Claude Instant 1.2 has the lower cheapest tracked output price at $2.40/1M tokens.
- Local decision data tags Claude Instant 1.2 for Classification and JSON / Tool use.
- GPT-4 Turbo has the larger context window for long prompts, retrieval packs, or transcript analysis.
- GPT-4 Turbo has broader tracked provider coverage for fallback and procurement flexibility.
- GPT-4 Turbo uniquely exposes Vision, Multimodal, and Function calling in local model data.
- Local decision data tags GPT-4 Turbo for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Claude Instant 1.2
$1,240
Cheapest tracked route/tier: AWS Bedrock
GPT-4 Turbo
$7,750
Cheapest tracked route/tier: Replicate API
Estimated monthly gap: $6,510. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- No overlapping tracked provider route is sourced for Claude Instant 1.2 and GPT-4 Turbo; plan for SDK, billing, or endpoint changes.
- GPT-4 Turbo is $12.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- GPT-4 Turbo adds Vision, Multimodal, and Function calling in local capability data.
- No overlapping tracked provider route is sourced for GPT-4 Turbo and Claude Instant 1.2; plan for SDK, billing, or endpoint changes.
- Claude Instant 1.2 is $12.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
Specs
| Specification | ||
|---|---|---|
| Released | 2023-08-09 | 2024-04-09 |
| Context window | 100k | 128k |
| Parameters | 20B | 1.76T (8x222B MoE)* |
| Architecture | decoder only | mixture of experts |
| License | Proprietary | Proprietary |
| Openness | Proprietary | Proprietary |
| Commercial use | Commercial use with conditions | Commercial use with conditions |
| Knowledge cutoff | 2023-01 | 2023-12 |
Pricing and availability
| Pricing attribute | Claude Instant 1.2 | GPT-4 Turbo |
|---|---|---|
| Input price | $0.80/1M tokens | $5/1M tokens |
| Output price | $2.40/1M tokens | $15/1M tokens |
| Providers |
Capabilities
| Capability | Claude Instant 1.2 | GPT-4 Turbo |
|---|---|---|
| Vision | No | Yes |
| Multimodal | No | Yes |
| Reasoning | No | No |
| Function calling | No | Yes |
| Tool use | No | Yes |
| Structured outputs | Yes | Yes |
| Code execution | No | Yes |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on vision: GPT-4 Turbo, multimodal input: GPT-4 Turbo, function calling: GPT-4 Turbo, tool use: GPT-4 Turbo, and code execution: GPT-4 Turbo. Both models share structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
For cost, Claude Instant 1.2 lists $0.80/1M input and $2.40/1M output tokens on the cheapest tracked provider, while GPT-4 Turbo lists $5/1M input and $15/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Claude Instant 1.2 lower by about $6.72 per million blended tokens. Availability is 2 providers versus 6, so concentration risk also matters.
Choose Claude Instant 1.2 when provider fit and lower input-token cost are central to the workload. Choose GPT-4 Turbo when coding workflow support, larger context windows, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.
FAQ
Which has a larger context window, Claude Instant 1.2 or GPT-4 Turbo?
GPT-4 Turbo supports 128k tokens, while Claude Instant 1.2 supports 100k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Which is cheaper, Claude Instant 1.2 or GPT-4 Turbo?
Claude Instant 1.2 is cheaper on tracked token pricing. Claude Instant 1.2 costs $0.80/1M input and $2.40/1M output tokens. GPT-4 Turbo costs $5/1M input and $15/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is Claude Instant 1.2 or GPT-4 Turbo open source?
Claude Instant 1.2 is listed under Proprietary. GPT-4 Turbo is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, Claude Instant 1.2 or GPT-4 Turbo?
GPT-4 Turbo has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for multimodal input, Claude Instant 1.2 or GPT-4 Turbo?
GPT-4 Turbo has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Claude Instant 1.2 and GPT-4 Turbo?
Claude Instant 1.2 is available on AWS Bedrock and Anthropic. GPT-4 Turbo is available on OpenAI API, Azure OpenAI, Salesforce Einstein Generative AI, OpenRouter, and Replicate API. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.