Founder Hours Burned
How many hours do founders actually spend integrating, debugging, and maintaining each tool? We measure the real time-to-value that vendors never show you.
57 tools rated. From initial integration to ongoing maintenance — every hour counted.
Linear
Project Management1h
first month
0.5h
Integration
0h
First bug
0.5h
Config tuning
Ongoing: 0h/month
Almost none — it just worksAPI is clean if you need automation
Axiom
Logging1h
first month
0.5h
Integration
0h
First bug
0.5h
Config tuning
Ongoing: 0h/month
Almost zero — Vercel integration is one clickQuery language (APL) has a slight learning curve
Railway
Hosting1.5h
first month
0.5h
Integration
0.5h
First bug
0.5h
Config tuning
Ongoing: 0.5h/month
Minimal — just worksOccasional Docker build cache issues
BetterStack
Monitoring1.5h
first month
0.5h
Integration
0h
First bug
1h
Config tuning
Ongoing: 0h/month
Almost zero frictionStatus page setup takes a few minutesLogging setup needs agent install
PostHog
Analytics2h
first month
0.5h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0.5h/month
Autocapture can be noisyCustom events need planning
Resend
Email2h
first month
0.5h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0h/month
DNS setup takes a few triesReact Email templates need learning
Groq
AI API2h
first month
0.5h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0.5h/month
OpenAI-compatible API makes it trivialModel selection is limitedRate limits on free tier are tight
Upstash
Cache/Queue2h
first month
0.5h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0h/month
REST-based Redis is unusual at firstQStash workflow patterns need learningRate limiting SDK is elegant but opinionated
Hono
API Framework2h
first month
0.5h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0h/month
Minimal — Express-like but fasterMiddleware ecosystem is smallerMulti-runtime support occasionally has edge cases
Vercel
Hosting2.5h
first month
0.5h
Integration
1h
First bug
1h
Config tuning
Ongoing: 0.5h/month
Edge middleware debugging is opaqueBuild logs can be cryptic for monorepos
Cloudflare R2
Storage2.5h
first month
1h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0h/month
S3-compatible but some edge cases differWorkers integration has own learning curveDashboard UX is buried in Cloudflare's massive console
Meilisearch
Search2.5h
first month
1h
Integration
0.5h
First bug
1h
Config tuning
Ongoing: 0.5h/month
Typo tolerance is aggressive by default — may need tuningIndex settings are straightforwardSelf-hosted requires managing updates
Clerk
Auth3h
first month
1h
Integration
1h
First bug
1h
Config tuning
Ongoing: 0.5h/month
Middleware config can be confusingCustom UI needs more work than expected
Sentry
Monitoring3h
first month
0.5h
Integration
0.5h
First bug
2h
Config tuning
Ongoing: 1h/month
Alert noise requires tuningPerformance monitoring setup takes timeSource maps configuration for production
Astro
Framework3h
first month
1h
Integration
1h
First bug
1h
Config tuning
Ongoing: 0.5h/month
Island architecture is a different modelMixing frameworks (React + Svelte) can confuseContent Collections schema takes setup
PocketBase
BaaS3h
first month
1h
Integration
1h
First bug
1h
Config tuning
Ongoing: 0.5h/month
SQLite limitations vs PostgresNo built-in edge functionsScaling beyond single instance requires thought
Cursor
AI Coding3.5h
first month
0.5h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0h/month
Model switching between tabs can be confusingContext window management for large codebasesFast request quota runs out mid-session
Typesense
Search3.5h
first month
1h
Integration
0.5h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Schema must be defined upfront (unlike Algolia)Ranking rules simpler than Algolia but less granularInstantSearch adapter needs configuration
Neon
Database4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Cold starts on serverless can surprise youBranching workflow takes time to grok
Turso
Database4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
libSQL is SQLite-based — some Postgres habits don't transferEdge replicas concept needs mental model shift
Together AI
AI API4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 1h/month
Model catalog is overwhelmingFine-tuning setup takes trial and errorSome open models are flaky
Render
Hosting4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 1h/month
Free tier cold starts are brutalBuild times can be slowAuto-scaling config is limited
Drizzle
ORM4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
TypeScript-first is great but schema is verboseMigration generation needs manual reviewLess ecosystem/plugins than Prisma
Inngest
Background Jobs4h
first month
1h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Event-driven paradigm shift from cronStep function retries need careful designDev server setup alongside Next.js
Supabase
BaaS5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 1h/month
RLS policies take trial-and-errorEdge Functions cold starts
Convex
BaaS5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 1h/month
New paradigm — reactivity model takes adjustmentSchema-first approach is opinionatedLimited ecosystem compared to Supabase
Lemon Squeezy
Payments5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Merchant of Record model means less controlWebhook reliability has been inconsistentLimited payment method support in some regions
Inngest
Background Jobs5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Event-driven mental model shift from cronStep function patterns need practiceDev server setup alongside Next.js
tRPC
API Framework5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Router setup boilerplatev10→v11 migration was breakingRequires full-stack TypeScript — no REST fallback for mobile
Svelte
Framework5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Runes/Svelte 5 migration from Svelte 4Smaller component library ecosystemSvelteKit conventions take time if coming from Next.js
Polar
Payments5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Checkout customization is limited vs StripeWebhook format is different from Stripe mental modelDashboard UX is still evolving
Mux
Video5h
first month
2h
Integration
1h
First bug
2h
Config tuning
Ongoing: 0.5h/month
Video encoding concepts (playback IDs, assets)Player customization takes trial-and-errorWebhook-based workflow for processing status
MongoDB Atlas
Database6h
first month
1h
Integration
2h
First bug
3h
Config tuning
Ongoing: 1h/month
Connection string setup across environmentsIndex optimization at scaleSchema validation setup
Anthropic API
AI API6h
first month
1h
Integration
1h
First bug
4h
Config tuning
Ongoing: 3h/month
Prompt engineering still requiredRate limits are stricter than OpenAI at lower tiersStreaming response handlingTool use / function calling has a learning curve
Trigger.dev
Background Jobs7h
first month
2h
Integration
2h
First bug
3h
Config tuning
Ongoing: 1h/month
v3 migration from v2 was painfulSelf-hosting is complexIntegrations catalog is still growing
Prisma
ORM7h
first month
2h
Integration
2h
First bug
3h
Config tuning
Ongoing: 1h/month
Schema.prisma is a DSL to learnPrisma Client generation step in CIN+1 query traps without careful includesMigration conflicts in team settings
Nuxt
Framework7h
first month
2h
Integration
2h
First bug
3h
Config tuning
Ongoing: 1h/month
Auto-imports are magic until they breakNuxt 3 migration from Nuxt 2 was painfulVue ecosystem is smaller than React for UI libs
PlanetScale
Database8h
first month
2h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
No foreign keys was a dealbreaker for manyDeploy requests add friction to schema changesVitess-specific SQL limitations
Liveblocks
Realtime8h
first month
3h
Integration
2h
First bug
3h
Config tuning
Ongoing: 1h/month
Conflict resolution concepts take timePresence vs Storage vs Yjs — choosing the right primitiveRoom management patterns
Algolia
Search9h
first month
3h
Integration
2h
First bug
4h
Config tuning
Ongoing: 2h/month
Index configuration is complexRanking formula tuning is dark artInstantSearch widgets have learning curve
OpenAI
AI API9h
first month
1h
Integration
2h
First bug
6h
Config tuning
Ongoing: 4h/month
Prompt engineering is infinite tuningRate limits require queuing logicCost estimation is guessworkModel behavior changes between versions
Fly.io
Hosting9h
first month
2h
Integration
3h
First bug
4h
Config tuning
Ongoing: 2h/month
Dockerfile requirement adds friction vs git-push platformsfly.toml config is non-obvious for multi-process appsMachine management concepts (scale, regions)Postgres on Fly is not managed — you own backups
Remix
Framework9h
first month
3h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
Loader/action mental model shift from Next.jsNested routes need careful data flow designReact Router v7 transition created confusionSmaller ecosystem than Next.js
Better Auth
Auth9h
first month
3h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
No prebuilt UI components — build everything customPlugin system takes time to understandSession strategy decisions (JWT vs DB)OAuth provider setup is manual
LiveKit
Realtime9h
first month
3h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
WebRTC concepts are complex regardless of toolRoom and track management patternsAI agent integration requires new mental modelToken generation and auth flow
Kamal
Deployment9h
first month
3h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
Docker knowledge requireddeploy.yml config takes iterationSSL certificate setup with TraefikMulti-server setup is more complex
WorkOS
Auth/SSO10h
first month
4h
Integration
2h
First bug
4h
Config tuning
Ongoing: 1h/month
Enterprise SSO concepts are complex regardless of toolSAML/SCIM configuration per customerDirectory sync debugging
Paddle
Payments11h
first month
4h
Integration
3h
First bug
4h
Config tuning
Ongoing: 1h/month
Approval process can take daysCatalog API is different from Stripe mental modelCheckout overlay has limited customizationRevenue recognition reports need learning
Cloudflare Workers
Edge12h
first month
2h
Integration
4h
First bug
6h
Config tuning
Ongoing: 2h/month
Wrangler config is finickyKV eventual consistency surprisesDebugging Workers is limitedD1 is still rough
Hetzner
Cloud/VPS12h
first month
4h
Integration
2h
First bug
6h
Config tuning
Ongoing: 2h/month
Server setup and security hardening is on youNo managed services — DIY Postgres, Redis, etc.Firewall rules and SSH key managementNo auto-scaling — manual scaling only
Stripe
Payments13h
first month
6h
Integration
3h
First bug
4h
Config tuning
Ongoing: 2h/month
Webhook handling has many edge casesSubscription state machine is complexTesting requires careful mock setup
Expo
Mobile13h
first month
3h
Integration
4h
First bug
6h
Config tuning
Ongoing: 3h/month
Native module linking issuesEAS Build queue timesiOS provisioning profiles are always painfulOTA update size managementDebugging on physical devices
Datadog
Monitoring14h
first month
4h
Integration
2h
First bug
8h
Config tuning
Ongoing: 4h/month
Agent configuration is fiddlyCustom metrics naming conventionsDashboard creation is time-consumingCost optimization requires constant attention
Coolify
Hosting14h
first month
4h
Integration
4h
First bug
6h
Config tuning
Ongoing: 3h/month
Self-hosted means you own everythingVPS setup and security hardeningSSL certificate managementBackup configuration is manual
Firebase
BaaS15h
first month
3h
Integration
4h
First bug
8h
Config tuning
Ongoing: 3h/month
Security rules are a DSL to learnFirestore data modeling is counter-intuitiveCost monitoring requires custom setup
Auth0
Auth18h
first month
4h
Integration
6h
First bug
8h
Config tuning
Ongoing: 2h/month
Actions/Rules pipeline is complexTenant config sprawlDashboard is slow and confusingDocs are sprawling and outdated
AWS
Cloud44h
first month
16h
Integration
8h
First bug
20h
Config tuning
Ongoing: 8h/month
IAM policies are a full-time jobCloudFormation is XML-era complexityConsole UX is hostileEvery service has its own auth model