LLM Reference

GPT-4 vs Granite 3.3 8B Instruct

GPT-4 (2023) and Granite 3.3 8B Instruct (2025) are compact production models from OpenAI and IBM Research. GPT-4 ships a 8k-token context window, while Granite 3.3 8B Instruct ships a 128k-token context window. On pricing, Granite 3.3 8B Instruct costs $0.03/1M input tokens versus $30/1M 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.

Granite 3.3 8B Instruct is ~99900% cheaper at $0.03/1M; pay for GPT-4 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-4Granite 3.3 8B Instruct
Best formultimodal apps, tool-calling agents, and provider-routed productiontool-calling agents and provider-routed production
Decision fitCoding, Agents, and VisionRAG, Agents, and Long context
Context window8k128k
Cheapest output$60/1M tokens$0.25/1M tokens
Provider routes4 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4 when...
  • GPT-4 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-4 uniquely exposes Vision, Multimodal, and Structured outputs in local model data.
  • Local decision data tags GPT-4 for Coding, Agents, and Vision.
Choose Granite 3.3 8B Instruct when...
  • Granite 3.3 8B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Granite 3.3 8B Instruct has the lower cheapest tracked output price at $0.25/1M tokens.
  • Local decision data tags Granite 3.3 8B Instruct for RAG, Agents, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Granite 3.3 8B Instruct

GPT-4

$39,000

Cheapest tracked route/tier: OpenAI API

Granite 3.3 8B Instruct

$86.50

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $38,914. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4 -> Granite 3.3 8B Instruct
  • No overlapping tracked provider route is sourced for GPT-4 and Granite 3.3 8B Instruct; plan for SDK, billing, or endpoint changes.
  • Granite 3.3 8B Instruct is $59.75/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Structured outputs before moving production traffic.
Granite 3.3 8B Instruct -> GPT-4
  • No overlapping tracked provider route is sourced for Granite 3.3 8B Instruct and GPT-4; plan for SDK, billing, or endpoint changes.
  • GPT-4 is $59.75/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-4 adds Vision, Multimodal, and Structured outputs in local capability data.

Specs

Specification
Released2023-03-142025-03-01
Context window8k128k
Parameters1.76T (8x222B MoE)*8B
ArchitectureMixture of ExpertsDecoder Only
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2021-092024-04

Pricing and availability

Pricing attributeGPT-4Granite 3.3 8B Instruct
Input price$30/1M tokens$0.03/1M tokens
Output price$60/1M tokens$0.25/1M tokens
Providers

Capabilities

CapabilityGPT-4Granite 3.3 8B Instruct
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useYesYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.