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Llama 3.2 90B Vision vs Llama 4 8B

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

Updated

Llama 3.2 90B Vision specs · Llama 4 8B specs
Verdict by category
  • PriceTie

    Neither model publishes per-token API pricing.

  • Context windowTie

    Both ship a 128K-token context window.

  • BenchmarksTie

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

  • ModalitiesLlama 3.2 90B Vision

    Llama 3.2 90B Vision supports 2 modalities (text, vision) vs 1 for Llama 4 8B.

  • OpennessTie

    Both ship open weights, self-host either one.

On balance Llama 3.2 90B Vision edges ahead, winning 1 of 5 categories against Llama 4 8B's 0. Neither model publishes per-token API pricing. Both ship a 128K-token context window.

No directly comparable public benchmarks are available for both models, check the spec sheets for individual scores. They differ in modality coverage, Llama 3.2 90B Vision handles text, vision while Llama 4 8B handles text, which can be the deciding factor before you even look at benchmarks. Both ship open weights, self-host either one.

Llama 4 8B is the newer of the two, released 6 months after Llama 3.2 90B Vision, which usually means a more recent knowledge cutoff and updated safety post-training. Llama 3.2 90B Vision is usually picked for vision and open source llm workloads, while Llama 4 8B sees more deployments in local llm and on device. If pricing matters more than every last benchmark point, run the numbers in the calculator below before committing.

Side-by-side specs

SpecLlama 3.2 90B VisionLlama 4 8B
ProviderMetaMeta
ReleasedSep 2024Apr 2025
Modalitiestext, visiontext
Context window128K tokens128K tokens
Max output,,
Input · 1MPricing not publishedPricing not published
Output · 1MPricing not publishedPricing not published
Knowledge cutoff,,
Open weightsYes (Llama 3 Community License)Yes (Llama 4 Community License)
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, vs ,
  • Heavy usage, 1M in / 500k out per day, vs ,
  • RAG workload, 5M in / 200k out per day, vs ,

Light usage, 100k in / 50k out per day: pricing not directly comparable (one or both models are missing public per-token rates). Heavy usage, 1M in / 500k out per day: pricing not directly comparable (one or both models are missing public per-token rates). RAG workload, 5M in / 200k out per day: pricing not directly comparable (one or both models are missing public per-token rates).

Price calculator

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

  • Llama 3.2 90B VisionPricing unavailable
  • Llama 4 8BPricing unavailable

Benchmarks compared

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

Benchmark scores not yet available. We only publish numbers we can source from official model cards or independent leaderboards, see methodology.
Pick Llama 3.2 90B Vision if

Llama 3.2 90B Vision fits when…

  • First Llama with vision
  • 90B-class quality
  • Multimodal needs covering vision.
Pick Llama 4 8B if

Llama 4 8B fits when…

  • Runs on consumer laptops
  • Broad tooling support
  • Apache-2-adjacent permissiveness for most uses
Don't want either?

Consider Llama 4 405B

Meta's flagship open-weight model, sparse MoE design competitive with closed-frontier flagships.

See Llama 4 405B specsLlama 3.2 90B Vision vs Llama 4 405BLlama 4 8B vs Llama 4 405B

Frequently asked

  • Is Llama 3.2 90B Vision or Llama 4 8B cheaper?
    Per-token pricing isn't published for at least one of these models, check each model's spec page for current rates.
  • Which has the larger context window?
    Both Llama 3.2 90B Vision and Llama 4 8B ship a 128K-token context window.
  • Is Llama 3.2 90B Vision or Llama 4 8B better for coding?
    Both Llama 3.2 90B Vision and Llama 4 8B 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?
    Both ship with open weights. Llama 3.2 90B Vision is licensed under Llama 3 Community License; Llama 4 8B under Llama 4 Community License.
  • When were Llama 3.2 90B Vision and Llama 4 8B released?
    Llama 3.2 90B Vision was released by Meta on 2024-09-25. Llama 4 8B was released by Meta on 2025-04-05.
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