60 ranked use-case guides
Best LLM for every use case
Curated rankings for 60 common tasks, coding, reasoning, RAG, vision, voice, agents, and beyond. Each list includes the criteria we used to rank.
Updated
Coding
7 guides- Best LLM for CodingDevelopers searching for the most capable model to write, edit, or refactor code in real codebases.8 ranked picks
- Best LLMs for Coding AgentsLLMs powering autonomous coding agents that plan, edit, and verify.5 ranked picks
- Best LLM for Code CompletionInline autocomplete inside an IDE, latency, accuracy, and cost matter equally.6 ranked picks
- Best LLM for Code ReviewEngineers automating PR review, catching bugs, security issues, or style regressions before merge.6 ranked picks
- Best LLM for Frontend (React, TypeScript, CSS)TypeScript + React + Tailwind generation, including component design and accessibility.5 ranked picks
- Best LLM for PythonPython-specific coding tasks: scripts, data work, ML pipelines, scientific computing.6 ranked picks
- Best LLM for SQL GenerationNatural-language-to-SQL, schema understanding, query optimization.5 ranked picks
Writing
7 guides- Best LLM for Creative WritingFiction, screenplays, poetry, character writing, narrative voice.5 ranked picks
- Best LLM for CopywritingMarketing copy, landing pages, ads, brand voice writing.5 ranked picks
- Best LLM for Essay WritingLong-form analytical or argumentative essays, blog posts, op-eds.5 ranked picks
- Best LLM for Email WritingProfessional email composition: outreach, replies, internal updates.5 ranked picks
- Best LLM for SummarizationMeeting notes, document compression, multi-doc synthesis.5 ranked picks
- Best LLM for TranslationDocument and conversation translation across major languages.5 ranked picks
- Best LLMs for RoleplayCharacter roleplay, interactive fiction, companion-style chat.5 ranked picks
Reasoning & analysis
6 guides- Best LLM for ReasoningMulti-step logical reasoning, planning, and inference.6 ranked picks
- Best LLM for MathMathematical problem solving, competition math, proofs, applied calculations.6 ranked picks
- Best LLM for Scientific ResearchDomain-specific science Q&A, literature review, hypothesis generation.5 ranked picks
- Best LLM for Legal AnalysisContract review, statute analysis, case law summaries.4 ranked picks
- Best LLM for Medical Q&AMedical knowledge questions, differential diagnosis support, patient communication drafts.4 ranked picks
- Best LLMs for Research AgentsAgents that gather, synthesize, and report on multi-source information.5 ranked picks
Agents & tools
6 guides- Best LLM for AI AgentsMulti-step autonomous agent workflows that plan, call tools, and self-verify.6 ranked picks
- Best LLM for Tool UseFunction-calling, structured tool invocation, code-interpreter style workflows.5 ranked picks
- Best LLM for Function CallingStrict-schema function-calling for production APIs and integrations.5 ranked picks
- Best LLMs for Data ExtractionPulling structured data from unstructured text or documents.5 ranked picks
- Best LLMs for JSON OutputStrict JSON-output workflows where schema validity is non-negotiable.5 ranked picks
- Best LLMs for Structured OutputWorkflows requiring consistent, parseable output across many calls.5 ranked picks
RAG & long context
4 guides- Best LLM for RAGRetrieval-augmented generation pipelines, answer questions from a doc corpus.6 ranked picks
- Best LLM for Long ContextTasks requiring 200k+ token context windows, whole books, large codebases, transcripts.5 ranked picks
- Best Embedding ModelsText embedding models for vector search, RAG, and clustering.
- Best Reranking ModelsCross-encoder rerankers that boost RAG precision after vector retrieval.
Multimodal
9 guides- Best LLM for VisionImage understanding, chart analysis, OCR, screenshot reasoning, photo description.5 ranked picks
- Best LLM for OCROptical character recognition, document text extraction, table detection.4 ranked picks
- Best Models for Image GenerationText-to-image generation, illustration, photoreal, design assets.3 ranked picks
- Best Models for Image EditingInpainting, style transfer, controlled image edits.3 ranked picks
- Best Models for Video GenerationText-to-video and image-to-video generation.2 ranked picks
- Best Text-to-Speech ModelsHigh-quality text-to-speech for narration, podcasts, IVR.
- Best Speech-to-Text ModelsAudio transcription for meetings, podcasts, voice interfaces.
- Best Voice Cloning ModelsCloning a voice from a short reference audio sample.
- Best Realtime Voice ModelsLow-latency speech-in / speech-out voice assistants.3 ranked picks
Cost & speed
4 guides- Cheapest LLMsLowest dollar-per-million-tokens models that still meet quality bars.6 ranked picks
- Fastest LLMsHighest output-tokens-per-second for latency-sensitive workloads.5 ranked picks
- Most Accurate LLMsThe flat-out best LLMs by composite benchmark performance.5 ranked picks
- Cheapest Vision LLMsLowest-cost models with multimodal vision support.5 ranked picks
Open & enterprise
7 guides- Best Open-Source LLMsThe top open-weight models for self-hosting or fine-tuning.8 ranked picks
- Best LLMs for Commercial UseModels with permissive licensing for paid products and resale.6 ranked picks
- Best Local LLMsModels you can run entirely on your own machine.7 ranked picks
- Best On-Device LLMsSmall models that run on phones, laptops, or edge hardware.7 ranked picks
- Best LLMs for Edge DeploymentModels suited to edge / private deployments under tight resource budgets.6 ranked picks
- Best Enterprise LLMsModels with the compliance, support, and SLA needed for enterprise deployment.6 ranked picks
- Best LLMs for Fine-TuningModels that fine-tune cleanly with reasonable data budgets.7 ranked picks
Languages & regions
2 guidesAlternatives & substitutes
3 guidesSafety
2 guidesMisc
3 guides- Best LLM for ChatbotsGeneral conversational interfaces, assistants, companions, novelty bots.5 ranked picks
- Best LLM for Customer SupportAutomated tier-1 support, ticket triage, knowledge-base Q&A.5 ranked picks
- Best LLMs for Web ScrapingLLMs used to extract structured data from web pages.5 ranked picks