LLM ReferenceLLM Reference

GPT-5.3-Codex vs MiniCPM-V 4.6

GPT-5.3-Codex (2026) and MiniCPM-V 4.6 (2026) are agentic coding models from OpenAI and OpenBMB. GPT-5.3-Codex ships a 400K-token context window, while MiniCPM-V 4.6 ships a 262K-token context window. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing. The goal is to make the tradeoff clear before deeper testing.

MiniCPM-V 4.6 is safer overall; choose GPT-5.3-Codex when coding workflow support matters.

Decision scorecard

Local evidence first
SignalGPT-5.3-CodexMiniCPM-V 4.6
Decision fitCoding, RAG, and AgentsLong context and Vision
Context window400K262K
Cheapest output$14/1M tokens-
Provider routes2 tracked0 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose GPT-5.3-Codex when...
  • GPT-5.3-Codex has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.3-Codex has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-5.3-Codex uniquely exposes Reasoning, Function calling, and Tool use in local model data.
  • Local decision data tags GPT-5.3-Codex for Coding, RAG, and Agents.
Choose MiniCPM-V 4.6 when...
  • MiniCPM-V 4.6 uniquely exposes Multimodal in local model data.
  • Local decision data tags MiniCPM-V 4.6 for Long context and Vision.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output prices on this page.

GPT-5.3-Codex

$4,900

Cheapest tracked route: OpenRouter

MiniCPM-V 4.6

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

GPT-5.3-Codex -> MiniCPM-V 4.6
  • No overlapping tracked provider route is sourced for GPT-5.3-Codex and MiniCPM-V 4.6; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Reasoning, Function calling, and Tool use before moving production traffic.
  • MiniCPM-V 4.6 adds Multimodal in local capability data.
MiniCPM-V 4.6 -> GPT-5.3-Codex
  • No overlapping tracked provider route is sourced for MiniCPM-V 4.6 and GPT-5.3-Codex; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Multimodal before moving production traffic.
  • GPT-5.3-Codex adds Reasoning, Function calling, and Tool use in local capability data.

Specs

Specification
Released2026-02-052026-05-11
Context window400K262K
Parameters1.3B
Architecturedecoder onlytransformer
LicenseProprietaryApache 2.0
Knowledge cutoff2025-08-

Pricing and availability

Pricing attributeGPT-5.3-CodexMiniCPM-V 4.6
Input price$1.75/1M tokens-
Output price$14/1M tokens-
Providers-

Capabilities

CapabilityGPT-5.3-CodexMiniCPM-V 4.6
VisionYesYes
MultimodalNoYes
ReasoningYesNo
Function callingYesNo
Tool useYesNo
Structured outputsYesNo
Code executionYesNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on multimodal input: MiniCPM-V 4.6, reasoning mode: GPT-5.3-Codex, function calling: GPT-5.3-Codex, tool use: GPT-5.3-Codex, structured outputs: GPT-5.3-Codex, and code execution: GPT-5.3-Codex. Both models share vision, 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.

Pricing coverage is uneven: GPT-5.3-Codex has $1.75/1M input tokens and MiniCPM-V 4.6 has no token price sourced yet. Provider availability is 2 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose GPT-5.3-Codex when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose MiniCPM-V 4.6 when vision-heavy evaluation 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. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.

FAQ

Which has a larger context window, GPT-5.3-Codex or MiniCPM-V 4.6?

GPT-5.3-Codex supports 400K tokens, while MiniCPM-V 4.6 supports 262K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Is GPT-5.3-Codex or MiniCPM-V 4.6 open source?

GPT-5.3-Codex is listed under Proprietary. MiniCPM-V 4.6 is listed under Apache 2.0. 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, GPT-5.3-Codex or MiniCPM-V 4.6?

Both GPT-5.3-Codex and MiniCPM-V 4.6 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, GPT-5.3-Codex or MiniCPM-V 4.6?

MiniCPM-V 4.6 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.

Which is better for reasoning mode, GPT-5.3-Codex or MiniCPM-V 4.6?

GPT-5.3-Codex has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run GPT-5.3-Codex and MiniCPM-V 4.6?

GPT-5.3-Codex is available on OpenRouter and OpenAI API. MiniCPM-V 4.6 is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-13. Data sourced from public model cards and provider documentation.