Clarifai
End-to-end AI platform for vision, language, and multimodal apps. Offers serverless inference, training, and model hosting with token-based pricing and enterprise governance.
Pricing Free / Starts $1 per month
Category specialized
Difficulty Beginner
Type Web App
Status Active
Cohere
Enterprise LLM platform with text generation embeddings and rerank models, usage based pricing with published per million token rates and private deployment options.
Pricing Usage based, from $0.30 per 1M tokens
Category specialized
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Clarifai
platformvisionnlpmultimodalinferencetraining
Shared
None
Only in Cohere
llmgenerationembeddingsrerankenterpriseapi
Key Features
Clarifai
- • Serverless and dedicated inference with popular OSS and closed models
- • Token-based pricing with monthly credits per plan
- • Training tools data pipelines and labeling workflows
- • Deploy custom models or choose from the model marketplace
- • Model Mesh and APIs for scalable low-latency serving
- • Enterprise governance with RBAC audit logs and VPC
Cohere
- • Published token pricing: Input and output are billed per million tokens with model specific rates so costs remain predictable and forecastable for teams
- • Command and Embed families: Choose models for reasoning content and vectors while Rerank boosts search precision using cross encoder scoring for ranking
- • Playground and SDKs: Try prompts measure quality and move to code with official SDKs that mirror REST semantics to simplify deployment and CI
- • Private connectivity: Use VPC or marketplace routes to keep traffic inside approved networks with logs that satisfy security requirements
- • Adaptation options: Apply finetune or lightweight adapters to align outputs with domain terminology and style without retraining from scratch
- • Evals and safety: Run structured evaluations and use safety controls to meet policy while tracking performance drift over time
Use Cases
Clarifai
- → Moderate content across UGC images video and text safely
- → Build document intelligence pipelines for forms and IDs
- → Create visual search for e-commerce and DAM systems
- → Run multimodal RAG with embeddings and guardrails
- → Deploy private endpoints for regulated workloads
- → Prototype quickly with serverless inference then scale
Cohere
- → Customer support automation: Build grounded agents that pull from docs tickets and policies and escalate with audit trails when confidence is low
- → Enterprise search improvement: Pair vector retrieval with Rerank to increase precision on long tail queries and multilingual corpora across regions
- → Analytics summarization: Process tickets reviews and chats to extract intents trends and next steps that inform product and ops teams
- → Content generation at scale: Draft emails briefs and FAQs with guardrails and review queues for brand and compliance across markets
- → Knowledge base hygiene: Generate and normalize summaries titles and tags to improve findability and reduce duplicate articles in portals
- → Workforce tools: Label classify and route records with consistent policies to reduce manual triage in IT HR and finance workflows
Perfect For
Clarifai
ML platform teams product engineers and compliance-minded enterprises that need a governed AI stack from training to scalable inference
Cohere
platform teams search engineers support leaders data scientists and compliance minded enterprises that need published token rates private connectivity and adaptation paths for production AI
Capabilities
Clarifai
Serverless Inference Professional
Label and Fine-Tune Professional
RBAC and Audit Enterprise
Workflows and Mesh Professional
Cohere
Command Models Professional
Embed and Rerank Professional
Finetune and Adapters Professional
Private and Observable Enterprise
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