Laboratory
Entity that develops or publishes the model and maintains its technical and safety documentation.
Explore the documented models, published evaluations and primary sources associated with this organisation.
Enterprise RAG, multilingual use, and private deployment.
16 SEP 2026↗ ENTERPRISE MULTIMODAL EMBEDDINGMultimodal embedding model for text, images, and mixed documents with configurable dimensions.
18 SEP 2026↗ RAG AND TOOLSPrevious commercial model optimized for RAG, citations, tools, and high performance on enterprise workloads.
18 SEP 2026↗ ENTERPRISE MULTIMODAL EMBEDDINGEmbedding model for high-quality indexing of text, images and mixed documents. Supports over one hundred languages and shares a vector space with Embed 5 Fast, allowing documents to be indexed with Pro and queried with Fast without rebuilding the index.
01 OCT 2026↗ ENTERPRISE MULTIMODAL EMBEDDINGEmbedding variant for interactive search, agent queries and high traffic. Accepts text, images and mixed documents in over one hundred languages. Shares Pro's vector space to query existing indexes at a lower text cost.
01 OCT 2026↗Figures are shown with the context reported by their source. A provider result is not an independent comparison and does not replace your own evaluation.
| Model | Benchmark | Result | Metric |
|---|---|---|---|
| Command A+ | Throughput frente a Command A Reasoning | +110 % | Throughput |
| Command A+ | Latencia frente a Command A Reasoning | −30 % | Latency |
| Cohere Embed 4 | Evaluaciones Embed 4 | Published | Multimodal retrieval |
| Command R 08‑2024 | Evaluaciones Command R | Published | RAG and tool use |
| Cohere Embed 5 Pro | ViDoRe V3 | 85,8 | RCP-nDCG@10 |
| Cohere Embed 5 Pro | FinanceBench | 80,1 | RCP-nDCG@10 |
| Cohere Embed 5 Pro | FinQA | 90,0 | RCP-nDCG@10 |
| Cohere Embed 5 Fast | ViDoRe V3 | 84,5 | RCP-nDCG@10 |
| Cohere Embed 5 Fast | FinanceBench | 80,0 | RCP-nDCG@10 |
| Cohere Embed 5 Fast | FinQA | 88,8 | RCP-nDCG@10 |
An organization, a product, and a model are not the same unit. Inferama separates them to avoid attributing capabilities or commercial terms to the wrong item.
Entity that develops or publishes the model and maintains its technical and safety documentation.
Identifiable version with limits, modalities, and behavior that may change between releases.
API, application, associated cloud, or commercial plan; each channel may have different pricing, retention, and limits.
Every claim must retain the official page consulted and the verification date.
An analysis of the Aleph Alpha–Cohere combination: confirmed facts, potential effects on sovereign model availability, regulatory implications, and a checklist for verifying licences and access channels.
16 Oct 2026 ↗ PAPERA reproducible protocol for examining answers when evidence is sufficient, contradictory, or absent. This proposal does not attribute scores to the model: it defines what must be fixed, measured, and published before reporting results.
03 Oct 2026 ↗ ANALISISCohere says Embed 5 Pro achieved the highest average score among the models it tested and highlights its performance on financial document retrieval. The available information does not make it possible to verify the score, methodology, exact price, or all conditions of use.
03 Oct 2026 ↗ ANALISISThe available documentation identifies Embed 5 Fast as part of the Embed 5 family, but it is not enough to confirm its input modalities, availability by channel, applicable price, or retrieval results. Here is what can be stated—and what still needs to be verified.
03 Oct 2026 ↗ COMPARATIVAComparing a per-call or per-use price is not enough. To determine whether Embed 4 is worthwhile for a particular corpus, first verify the commercial terms for the access channel, then measure quality using queries and relevance criteria defined in advance.
01 Oct 2026 ↗ ANALISISSTRICT, CONTEXTUAL, and NONE—called OFF in Chat V2—change the safety instructions included in a request. They do not certify an application or show how a workflow with documents or tools will behave. This guide explains their scope and proposes a testing protocol.
25 Sep 2026 ↗