Analysis Summary
Llama 3.2 Instruct 90B Vision is Meta's older multimodal instruction model, combining text and image capability with a relatively low price of $1.38 per million tokens for both input and output. It provides a practical foundation for basic visual question answering, summarisation, and straightforward content assistance.
For business workflows, it can support image-aware content triage, simple descriptions, and low-risk drafting where latency and cost matter more than deep reasoning. The measured reasoning and coding profile is far below current flagship standards, so it is not a suitable choice for complex agents, demanding SEO strategy, or production software engineering. Consider it for narrow, high-volume multimodal tasks with human review.
Assessed September 7, 2026
Editorial notes
Llama 3.2 Instruct 90B Vision offers multimodal input and low, balanced pricing, with useful baseline language and image understanding. Its limited reasoning and coding performance restrict it to lighter content and visual tasks.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
Llama 3.2 Instruct 90B Vision offers multimodal input and low, balanced pricing, with useful baseline language and image understanding. Its limited reasoning and coding performance restrict it to lighter content and visual tasks.
Benchmark scores
Magenta = intelligence · Ink = technical/agentic · Cyan = content & long-context · Grey = community benchmarks. Data: Artificial Analysis, Hugging Face.
6.4 Intelligence Index
How Llama 3.2 Instruct 90B (Vision) compares
Llama 3.2 Instruct 90B (Vision) ranks #349 of 438 AI models we track for overall intelligence. At $1.38 per million input tokens it is cheaper than 20% of comparable models.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Strongest on value. The pulled-in technical corner is the trade-off, and if the shape matters more than the price, this is your model.
Compare shapes side-by-side →Pricing
| Token Type | Cost per 1M tokens | Cost per 1K tokens |
|---|---|---|
| Input | $1.38 | $0.001380 |
| Output | $1.38 | $0.001380 |
What would Llama 3.2 Instruct 90B (Vision) cost your business?
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A website chatbot handling around 100 customer conversations a day, a few short messages each.
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These numbers get smaller with the right architecture.
We route routine calls to cheap models and save Llama 3.2 Instruct 90B (Vision) for the hard ones. Most clients cut their estimate by 60-80%.
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Frequently asked questions about Llama 3.2 Instruct 90B (Vision)
How much does Llama 3.2 Instruct 90B (Vision) cost?
Llama 3.2 Instruct 90B (Vision) costs $1.38 per million input tokens and $1.38 per million output tokens.
Who created Llama 3.2 Instruct 90B (Vision)?
Llama 3.2 Instruct 90B (Vision) is developed by Meta and was released on September 25, 2024.
Data sourced from the OpenRouter API, Artificial Analysis, the Hugging Face Open LLM Leaderboard and our own internal testing. Scores are editorially curated by our team.
Last updated: September 18, 2026 8:38 pm