LLM Reference

Gemini 2.5 Pro vs Llama 2 13B Chat

Gemini 2.5 Pro (2025) and Llama 2 13B Chat (2023) are frontier reasoning models from Google DeepMind and AI at Meta. Gemini 2.5 Pro ships a 1m-token context window, while Llama 2 13B Chat ships a 4k-token context window. On Google-Proof Q&A, Gemini 2.5 Pro leads by 44.6 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Gemini 2.5 Pro fits 250x more tokens; pick it for long-context work and Llama 2 13B Chat for tighter calls.

Decision scorecard

Local evidence first
SignalGemini 2.5 ProLlama 2 13B Chat
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, Classification, and JSON / Tool use
Context window1m4k
Cheapest output$10/1M tokens$0.50/1M tokens
Provider routes4 tracked11 tracked
Shared benchmarksGoogle-Proof Q&A leader2 shared

Decision tradeoffs

Choose Gemini 2.5 Pro when...
  • Gemini 2.5 Pro holds a shared-benchmark lead on Google-Proof Q&A, ahead by 44.6 points.
  • Gemini 2.5 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags Gemini 2.5 Pro for Coding, RAG, and Agents.
Choose Llama 2 13B Chat when...
  • 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.

Lower estimate Llama 2 13B Chat

Gemini 2.5 Pro

$3,500

Cheapest tracked route/tier: Google AI Studio <=200K tokens

Llama 2 13B Chat

$205

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $3,295. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro -> Llama 2 13B Chat
  • Provider overlap exists on GCP Vertex AI; start route-level A/B tests there.
  • Llama 2 13B Chat is $9.50/1M 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.
Llama 2 13B Chat -> Gemini 2.5 Pro
  • Provider overlap exists on GCP Vertex AI; start route-level A/B tests there.
  • Gemini 2.5 Pro is $9.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini 2.5 Pro adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2025-06-172023-07-18
Context window1m4k
Parameters13B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryLlama 2 Community
OpennessProprietaryOpen weights
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012022-09

Pricing and availability

Pricing attributeGemini 2.5 ProLlama 2 13B Chat
Input price
<=200K tokens
$1.25/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$2.50/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
$0.10/1M tokens
Output price
<=200K tokens
$10/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$15/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
$0.50/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 ProLlama 2 13B Chat
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemini 2.5 ProLlama 2 13B Chat
Google-Proof Q&A86.441.8
HumanEval93.159.3

Continue comparing

Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.