LLM·Dex

GPT-4o mini vs Sonar Pro

A complete head-to-head: pricing, context window, benchmarks, modality coverage, and openness, with a programmatic verdict synthesized from the underlying data.

Updated

GPT-4o mini specs · Sonar Pro specs
Verdict by category
  • PriceGPT-4o mini

    GPT-4o mini is roughly 25.0× cheaper on output tokens ($0.60 vs $15.00 per 1M).

  • Context windowSonar Pro

    Sonar Pro accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

  • BenchmarksTie

    No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores.

  • ModalitiesGPT-4o mini

    GPT-4o mini supports 2 modalities (text, vision) vs 1 for Sonar Pro.

  • OpennessTie

    Both are closed-weight, API-only.

On balance GPT-4o mini edges ahead, winning 2 of 5 categories against Sonar Pro's 1. GPT-4o mini is roughly 25.0× cheaper on output tokens ($0.60 vs $15.00 per 1M). Sonar Pro accepts 200K tokens vs 128K, 1.6× the room for long documents and codebases.

No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores. They differ in modality coverage, GPT-4o mini handles text, vision while Sonar Pro handles text, which can be the deciding factor before you even look at benchmarks. Both are closed-weight, API-only.

Sonar Pro is the newer of the two, released 6 months after GPT-4o mini, which usually means a more recent knowledge cutoff and updated safety post-training. GPT-4o mini is usually picked for customer support and summarization workloads, while Sonar Pro sees more deployments in research agent and rag. If pricing matters more than every last benchmark point, run the numbers in the calculator below before committing.

Side-by-side specs

SpecGPT-4o miniSonar Pro
ProviderOpenAIPerplexity
ReleasedJul 2024Jan 2025
Modalitiestext, visiontext
Context window128K tokens200K tokens
Max output,,
Input · 1M$0.15 / 1M tokens$3.00 / 1M tokens
Output · 1M$0.60 / 1M tokens$15.00 / 1M tokens
Knowledge cutoff,,
Open weightsNoNo
API availableYesYes

Pricing at scale

What you'd actually pay at typical workloads. Numbers come from each model's published per-million-token rates.

  • Light usage, 100k in / 50k out per day$1.35 vs $31.50
  • Heavy usage, 1M in / 500k out per day$13.50 vs $315
  • RAG workload, 5M in / 200k out per day$26.10 vs $540

Light usage, 100k in / 50k out per day: $1.35 vs $31.50 per month, model A comes out ahead. Heavy usage, 1M in / 500k out per day: $13.50 vs $315 per month, model A comes out ahead. RAG workload, 5M in / 200k out per day: $26.10 vs $540 per month, model A comes out ahead.

Price calculator

Estimated spend for the listed models at your usage. Numbers are derived from each model's published per-million-token rates.

  • GPT-4o mini$0.045
  • Sonar Pro$1.05

Benchmarks compared

Only sourced numbers. Where a benchmark is missing for one model we show the available value rather than fabricating the other.

GPT-4o miniSonar Pro
  • MMLU82.0
Pick GPT-4o mini if

GPT-4o mini fits when…

  • Cheap
  • Fast
  • Mature
  • Cost-sensitive workloads, 25.0× cheaper than Sonar Pro on output tokens.
  • Multimodal needs covering vision.
Pick Sonar Pro if

Sonar Pro fits when…

  • Multi-step web search
  • Deep research output
  • Citations
  • Long-context tasks, handles 200K tokens vs 128K for GPT-4o mini.
Don't want either?

Consider GPT-5.5

OpenAI's mid-cycle GPT-5 refresh, improved reasoning, tool use, and multimodal grounding over the 2025 launch.

Frequently asked

  • Is GPT-4o mini or Sonar Pro cheaper?
    GPT-4o mini is cheaper at $0.60 / 1M tokens per million output tokens, vs $15.00 / 1M tokens for Sonar Pro.
  • Which has the larger context window?
    Sonar Pro accepts 200K tokens vs 128K for GPT-4o mini.
  • Is GPT-4o mini or Sonar Pro better for coding?
    Both GPT-4o mini and Sonar Pro are competitive on coding benchmarks. See each model's individual spec page for HumanEval and SWE-bench scores where published. For an opinionated pick, consult our Best LLM for Coding ranking.
  • Are either of these models open source?
    Neither model ships open weights, both are accessible only via their respective providers' APIs.
  • When were GPT-4o mini and Sonar Pro released?
    GPT-4o mini was released by OpenAI on 2024-07-18. Sonar Pro was released by Perplexity on 2025-01-21.
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