The best dev tools, ranked by AI
Every category below is a real recommendation query, asked to ChatGPT, Claude and Gemini. We score their top-5 picks, surface the consensus and the disagreement, and track how it moves over time.
Best AI coding assistant
#1Cursor · then Windsurf
All 3 models rank Cursor the top startup
Best AI image generation API
#1Replicate · then Fal.ai
0 of 3 models rank Replicate the top startup
Best AI video generation API
#1Runway · then fal.ai
1 of 3 models rank Runway the top startup
Best API gateway for Kubernetes
#1Apache APISIX · then Gloo Gateway
1 of 3 models rank Apache APISIX the top startup
Best API testing tool for developers
#1Bruno · then Hoppscotch
All 3 models rank Bruno the top startup
Best APM for microservices
#1Honeycomb
All 3 models rank Honeycomb the top startup
Best authentication provider for web apps
#1Clerk · then WorkOS
All 3 models rank Clerk the top startup
Best backend-as-a-service for startups
#1Supabase · then Convex
All 3 models rank Supabase the top startup
Best background job system for SaaS
#1Temporal · then Inngest
All 3 models rank Temporal the top startup
Best caching layer for backends
#1Dragonfly · then Momento
All 3 models rank Dragonfly the top startup
Best CD pipeline for machine learning
#1ZenML · then BentoCloud
1 of 3 models rank ZenML the top startup
Best chaos engineering tool for Kubernetes
#1Chaos Mesh · then LitmusChaos
2 of 3 models rank Chaos Mesh the top startup
Best CI/CD platform for cloud-native teams
#1Harness · then Buildkite
2 of 3 models rank Harness the top startup
Best container hosting platform for backends
#1Fly.io · then Render
2 of 3 models rank Fly.io the top startup
Best container image vulnerability scanner
#1Trivy · then Grype
All 3 models rank Trivy the top startup
Best container orchestration platform
#1
No startups ranked yet
Best container registry
#1
No startups ranked yet
Best crash reporting tool for mobile apps
#1Embrace · then Instabug
All 3 models rank Embrace the top startup
Best CSPM for cloud security posture
#1Orca Security · then Orca Cloud Security Platform
2 of 3 models rank Orca Security the top startup
Best CSS framework for styling
#1Bulma · then UnoCSS
All 3 models rank Bulma the top startup
Best DAST tool for dynamic app testing
#1StackHawk
1 of 3 models rank StackHawk the top startup
Best data warehouse for analytics
#1ClickHouse · then ClickHouse Cloud
2 of 3 models rank ClickHouse the top startup
Best dependency SCA scanner for open-source risk
#1Endor Labs · then Socket
2 of 3 models rank Endor Labs the top startup
Best design-to-code tool for frontend
#1Builder.io · then Lovable
1 of 3 models rank Builder.io the top startup
Best distributed tracing tool for microservices
#1Honeycomb
All 3 models rank Honeycomb the top startup
Best document parsing and OCR for RAG
#1LlamaParse · then Unstructured
2 of 3 models rank LlamaParse the top startup
Best documentation platform for developer docs
#1Mintlify · then ReadMe
All 3 models rank Mintlify the top startup
Best e2e testing framework for web apps
#1
No startups ranked yet
Best eBPF observability tool for Kubernetes
#1Pixie · then Coroot
All 3 models rank Pixie the top startup
Best edge function platform
#1Deno Deploy · then Supabase Edge Functions
All 3 models rank Deno Deploy the top startup
Best embeddings model API
#1Voyage AI · then Voyage AI voyage-3-large
2 of 3 models rank Voyage AI the top startup
Best error monitoring tool for developers
#1Rollbar · then Raygun
1 of 3 models rank Rollbar the top startup
Best ETL/ELT tool for data pipelines
#1Airbyte · then Dagster
All 3 models rank Airbyte the top startup
Best feature flag platform
#1Statsig · then GrowthBook
All 3 models rank Statsig the top startup
Best feature store for ML
#1Feast · then Tecton
1 of 3 models rank Feast the top startup
Best fine-tuning platform
#1Together AI · then Predibase
2 of 3 models rank Together AI the top startup
Best framework for building AI agents
#1LangGraph · then CrewAI
All 3 models rank LangGraph the top startup
Best frontend build tool for bundling
#1Rspack · then Rolldown
All 3 models rank Rspack the top startup
Best frontier LLM API provider
#1Together AI
1 of 3 models rank Together AI the top startup
Best GitOps tool for Kubernetes
#1Akuity Platform · then Codefresh GitOps
1 of 3 models rank Akuity Platform the top startup
Best GPU cloud for training
#1Lambda Labs · then Lambda Cloud
2 of 3 models rank Lambda Labs the top startup
Best headless CMS for developers
#1Sanity · then Strapi
2 of 3 models rank Sanity the top startup
Best incident management and on-call platform for SRE
#1Rootly · then incident.io
0 of 3 models rank Rootly the top startup
Best infrastructure-as-code tool
#1OpenTofu · then Pulumi
2 of 3 models rank OpenTofu the top startup
Best internal developer platform
#1Humanitec · then Port
2 of 3 models rank Humanitec the top startup
Best Kubernetes autoscaling tool
#1CAST AI · then ScaleOps
All 3 models rank CAST AI the top startup
Best Kubernetes backup and disaster recovery tool
#1Trilio for Kubernetes · then CloudCasa
2 of 3 models rank Trilio for Kubernetes the top startup
Best Kubernetes cost monitoring tool
#1CAST AI · then CloudZero
All 3 models rank CAST AI the top startup
Best Kubernetes ingress controller
#1
No startups ranked yet
Best LLM API gateway / router
#1LiteLLM · then OpenRouter
2 of 3 models rank LiteLLM the top startup
Best LLM evaluation tool
#1Braintrust · then LangSmith
1 of 3 models rank Braintrust the top startup
Best LLM guardrails tool
#1Guardrails AI · then Lakera Guard
All 3 models rank Guardrails AI the top startup
Best LLM inference server for self-hosting
#1SGLang · then Ollama
All 3 models rank SGLang the top startup
Best LLM observability / LLMOps platform
#1LangSmith · then Langfuse
2 of 3 models rank LangSmith the top startup
Best load testing tool for APIs and microservices
#1Gatling · then Locust
All 3 models rank Gatling the top startup
Best log management platform for cloud-native apps
#1Axiom · then OpenObserve
1 of 3 models rank Axiom the top startup
Best low-code AI agent builder
#1n8n · then Dify
2 of 3 models rank n8n the top startup
Best message broker for event-driven microservices
#1NATS · then Redpanda
2 of 3 models rank NATS the top startup
Best message queue for distributed systems
#1NATS · then Redpanda
1 of 3 models rank NATS the top startup
Best metrics and monitoring stack for Kubernetes
#1VictoriaMetrics
2 of 3 models rank VictoriaMetrics the top startup
Best ML experiment tracking tool
#1Comet · then Neptune.ai
2 of 3 models rank Comet the top startup
Best mobile analytics tool for apps
#1UXCam
2 of 3 models rank UXCam the top startup
Best mobile CI/CD tool for app delivery
#1Bitrise · then Codemagic
All 3 models rank Bitrise the top startup
Best mobile cross-platform framework
#1
No startups ranked yet
Best mobile device testing cloud
#1Kobiton · then LambdaTest Real Device Cloud
0 of 3 models rank Kobiton the top startup
Best model serving and deployment platform
#1Modal · then Baseten
2 of 3 models rank Modal the top startup
Best multi-cluster Kubernetes management platform
#1Rafay Kubernetes Operations Platform · then Spectro Cloud Palette
1 of 3 models rank Rafay Kubernetes Operations Platform the top startup
Best NoSQL database for apps
#1
No startups ranked yet
Best object storage for the cloud
#1
No startups ranked yet
Best observability platform for backends
#1Honeycomb
All 3 models rank Honeycomb the top startup
Best on-call and incident management tool
#1incident.io · then Rootly
All 3 models rank incident.io the top startup
Best ORM for TypeScript
#1Prisma · then Drizzle ORM
2 of 3 models rank Prisma the top startup
Best payments API for SaaS
#1Paddle
All 3 models rank Paddle the top startup
Best penetration testing tool for red teams
#1Sliver · then BloodHound Enterprise
2 of 3 models rank Sliver the top startup
Best platform to deploy a web app
#1Render · then Railway
0 of 3 models rank Render the top startup
Best policy-as-code tool for Kubernetes
#1Kyverno · then Kubewarden
All 3 models rank Kyverno the top startup
Best product analytics tool
#1PostHog
All 3 models rank PostHog the top startup
Best progressive delivery tool for Kubernetes
#1Flagger · then Harness
All 3 models rank Flagger the top startup
Best prompt management tool
#1Langfuse · then LangSmith
2 of 3 models rank Langfuse the top startup
Best RAG framework
#1LlamaIndex · then Haystack
All 3 models rank LlamaIndex the top startup
Best React component library for UI
#1Mantine · then HeroUI
2 of 3 models rank Mantine the top startup
Best React framework for production apps
#1TanStack Start · then RedwoodSDK
All 3 models rank TanStack Start the top startup
Best React state management library
#1Jotai · then Valtio
All 3 models rank Jotai the top startup
Best realtime websocket platform
#1Ably · then Supabase Realtime
All 3 models rank Ably the top startup
Best reranking model API
#1Voyage AI rerank-2.5 · then Voyage Rerank
2 of 3 models rank Voyage AI rerank-2.5 the top startup
Best reverse-ETL tool for data activation
#1Hightouch · then Census
All 3 models rank Hightouch the top startup
Best runtime security tool for Kubernetes
#1KubeArmor
1 of 3 models rank KubeArmor the top startup
Best SAST tool for application security
#1Semgrep
All 3 models rank Semgrep the top startup
Best search API for apps
#1Typesense · then Meilisearch
All 3 models rank Typesense the top startup
Best secrets manager for Kubernetes
#1External Secrets Operator · then Infisical
All 3 models rank External Secrets Operator the top startup
Best secrets scanning tool for code repositories
#1GitGuardian · then TruffleHog
2 of 3 models rank GitGuardian the top startup
Best serverless / managed Postgres
#1Neon · then Supabase
2 of 3 models rank Neon the top startup
Best serverless LLM inference API
#1Together AI · then Fireworks AI
2 of 3 models rank Together AI the top startup
Best service mesh for Kubernetes
#1Linkerd · then Kuma
All 3 models rank Linkerd the top startup
Best SIEM for security monitoring
#1
No startups ranked yet
Best software supply chain security tool
#1Chainguard · then Socket
2 of 3 models rank Chainguard the top startup
Best speech-to-text API
#1Deepgram · then AssemblyAI
2 of 3 models rank Deepgram the top startup
Best status page tool for service uptime
#1Better Stack · then Instatus
1 of 3 models rank Better Stack the top startup
Best synthetic data generation tool
#1Gretel · then MOSTLY AI
2 of 3 models rank Gretel the top startup
Best Terraform automation and state management platform
#1Spacelift · then env0
All 3 models rank Spacelift the top startup
Best text-to-speech API for voice agents
#1ElevenLabs · then Cartesia
2 of 3 models rank ElevenLabs the top startup
Best time-series database
#1TimescaleDB · then ClickHouse
All 3 models rank TimescaleDB the top startup
Best transactional email API
#1Resend
All 3 models rank Resend the top startup
Best unit testing framework for JavaScript
#1Vitest · then Bun
All 3 models rank Vitest the top startup
Best vector database for production AI apps
#1Pinecone · then Qdrant
All 3 models rank Pinecone the top startup
Best voice agent platform
#1Vapi · then Retell AI
2 of 3 models rank Vapi the top startup
Best vulnerability scanner for infrastructure
#1Orca Security · then Trivy
2 of 3 models rank Orca Security the top startup
Best WAF for web application protection
#1
No startups ranked yet
Best web search and scraping API for AI agents
#1Tavily · then Exa
1 of 3 models rank Tavily the top startup
Best webhooks infrastructure for APIs
#1Svix · then Hookdeck
All 3 models rank Svix the top startup
Best workflow orchestrator for data engineering
#1Dagster · then Prefect
All 3 models rank Dagster the top startup