ModelsAgree

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