Aya Vision 32B is Cohere's multilingual vision model — the only major open multimodal model trained to understand images in dozens of languages beyond English, serving global visual AI needs.
Aya Vision 32B is an AI model released 2025 by Cohere, a leading organization in large language model research. Multilingual vision model — understands images in 23 languages. Unique cross-lingual visual capability. With 32B and a 128K tokens context window, Aya Vision 32B is designed to excel across a range of demanding tasks — from software engineering and mathematical problem-solving to multilingual content generation and long-document analysis.
Aya Vision 32B uses a dense transformer architecture with 32B of parameters, all of which are active for every input token. Dense architectures provide predictable, consistent behavior across diverse task types — there are no "cold" experts to warm up, and quality is uniform across prompts. Cohere's training pipeline combined large-scale pretraining on a large-scale multilingual pretraining dataset with supervised fine-tuning and alignment techniques (RLHF or DPO), producing Aya Vision 32B's characteristic balance of capability, helpfulness, and safety.
As of 2026-10-16, Aya Vision 32B by Cohere demonstrates measurable performance on standard AI evaluation benchmarks. On DocVQA (multilingual) — which measures model performance on specialized evaluation tasks — it achieves 76.3%. These scores place Aya Vision 32B — at 32B of parameters — in a competitive position within its model class. Note that benchmark scores reflect controlled evaluation conditions; real-world performance varies by task, prompt design, and domain specificity.
The primary strengths of Aya Vision 32B are: Vision + multilingual in 23 languages — unique combination; Analyze images in any of 23 supported languages; Research license for academic use. These make it particularly well-suited for Multilingual visual QA for global markets, Document analysis in non-English languages, Cross-cultural visual understanding research. Users working on complex, multi-step problems benefit most from Aya Vision 32B's ability to maintain coherence across long inputs and produce structured, verifiable outputs.
Like all current AI systems, Aya Vision 32B has limitations: Research-only open access; Not free for commercial deployment without Cohere agreement. For production deployments, validating outputs against authoritative sources — especially for domain-specific or time-sensitive information — remains best practice. Cohere continues to improve Aya Vision 32B through ongoing research.
Aya Vision 32B is available on LITHOVEX AI with a free account. Unlike direct API access — which requires billing setup, API key management, and per-token charges — LITHOVEX AI provides a seamless browser interface with no setup required, making Aya Vision 32B accessible to students, researchers, developers, and early-stage teams globally.
As of 2026-10-16, Aya Vision 32B by Cohere demonstrates measurable performance on standard AI evaluation benchmarks. On DocVQA (multilingual) — which measures model performance on specialized evaluation tasks — it achieves 76.3%. These scores place Aya Vision 32B — at 32B of parameters — in a competitive position within its model class. Note that benchmark scores reflect controlled evaluation conditions; real-world performance varies by task, prompt design, and domain specificity.
Dense transformer 32B with vision capabilities, multilingual
The training pipeline for Aya Vision 32B involves multiple stages: large-scale pretraining on diverse multilingual text and code corpora to develop broad world knowledge, followed by supervised fine-tuning on instruction-response pairs, and alignment techniques such as RLHF or DPO. Each stage refines the model's helpfulness, accuracy, and safety. Cohere's research team — based in Canada — has optimized Aya Vision 32B for the specific capability profile described above.
Inference efficiency: Aya Vision 32B at 32B is designed to deliver quality outputs at practical serving speeds. Its 128K tokens context window enables processing entire documents, multi-file codebases, and extended conversation histories — particularly valuable for contract review, technical documentation analysis, and codebase-level AI assistance.
Getting started with Aya Vision 32B on LITHOVEX AI takes under two minutes. Follow these steps:
For best results with Aya Vision 32B: provide specific, context-rich prompts; include examples when generating code; specify output format when structure matters; break complex tasks into focused sub-questions.
Multilingual document OCR for non-English markets
Arabic-script image understanding for Middle East applications
Swahili-language document digitization for East Africa
Regional language sign and text recognition in images
Visual QA in multiple languages for global applications
Cohere is a Toronto-based AI company founded in 2019 by researchers including Aidan Gomez — one of the co-authors of the original "Attention Is All You Need" transformer paper. The company focuses on enterprise-grade language models optimized for business: retrieval-augmented generation (RAG), tool use, and multilingual document processing. The Command model family supports up to 256K token context windows, 23+ languages, and reliable structured output — capabilities specifically tailored for financial services, healthcare, and legal enterprise customers. Cohere has raised over $440 million and counts Oracle, Salesforce, and NVIDIA among its investors.
Funding: $445M raised (NVIDIA, Oracle, Salesforce)
Founded: 2019, headquartered in Canada.
Aya Vision 32B by Cohere competes in a field with several strong alternatives. Below is a detailed side-by-side comparison against commonly listed alternatives, using benchmark data and capability profiles in the catalog.
Both Aya Vision 32B and the models above are available free on LITHOVEX AI — test them side by side on your real tasks before committing to a subscription with any provider.
Aya Vision 32B is released under CC BY-NC 4.0, which means you can download and run it on your own hardware. Below are the quickest ways to get started.
LITHOVEX AI runs Aya Vision 32B on cloud infrastructure, so you can use it instantly in your browser without downloading anything, configuring drivers, or managing VRAM. Create a free account and start in under 60 seconds.
Aya Vision 32B addresses a critical gap: most vision models only work well with English text in images. For businesses processing documents in Arabic, Hindi, Swahili, or Tagalog, Aya Vision's multilingual training makes it uniquely valuable across the Global South and emerging markets.
Aya Vision 32B by Cohere has the following version history and notable updates:
For the complete changelog and latest release notes, visit the official Cohere model page.