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Your team uses 4 different AI tools. You have no idea which ones deliver.

How much are you spending? Is it making anyone faster? Are some engineers getting 10x value while others struggle? Without data, you're just hoping.

"What are we spending?"

Claude, Cursor, ChatGPT: you're paying for all of them. But you don't know which ones your team actually uses, or how much it's costing.

"Is it actually helping?"

Leadership wants to know the ROI. You want to justify the budget. But all you have is anecdotes and gut feelings.

"Why is Sarah so fast?"

Some engineers are 10x more effective with AI. Their tricks stay in their head. The rest of your team reinvents the wheel.

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claude-code
user: add error handling to the API routes
assistant: I'll add try-catch blocks and proper error responses.
code: try { const result = await db.query(sql);
code: } catch (err) { return json({ error: err.message });
user: refactor this to use async/await
assistant: Converting the promise chain to async/await syntax.
code: const data = await fetchUserData(userId);
user: write tests for the auth middleware
assistant: I'll create unit tests using vitest.
code: describe('auth middleware', () => {
code: it('rejects invalid tokens', async () => {
user: optimize the database queries
assistant: I'll add indexes and batch the queries.
code: CREATE INDEX idx_user_email ON users(email);
user: add rate limiting to prevent abuse
assistant: Implementing a sliding window rate limiter.
code: const rateLimit = new RateLimiter({ window: '1m', max: 100 });
user: implement websocket connections
assistant: Setting up WebSocket server with reconnection.
code: const wss = new WebSocketServer({ port: 8080 });
user: add input validation with zod
assistant: Creating zod schemas for request validation.
code: const userSchema = z.object({ email: z.string().email() });
user: setup CI/CD pipeline
assistant: Creating GitHub Actions workflow for deployment.
code: - name: Deploy to production
code: run: pnpm deploy --prod
user: add dark mode support
assistant: Implementing theme toggle with CSS variables.
code: :root { --bg-color: #ffffff; }
user: implement file upload with progress
assistant: Adding multipart upload with progress tracking.
code: xhr.upload.onprogress = (e) => updateProgress(e);
user: add pagination to the API
assistant: Implementing cursor-based pagination.
code: const items = await db.select().limit(20);
user: create a caching layer
assistant: Setting up Redis for caching.
code: const cached = await redis.get(key);
user: add email notifications
assistant: Integrating with Resend for emails.
code: await resend.send({ to: user.email });
user: implement search functionality
assistant: Adding full-text search with postgres.
code: WHERE to_tsvector(content) @@ query
user: add logging and monitoring
assistant: Setting up structured logging with pino.
code: logger.info({ event: 'user_login' });
user: add error handling to the API routes
assistant: I'll add try-catch blocks and proper error responses.
code: try { const result = await db.query(sql);
code: } catch (err) { return json({ error: err.message });
user: refactor this to use async/await
assistant: Converting the promise chain to async/await syntax.
code: const data = await fetchUserData(userId);
user: write tests for the auth middleware
assistant: I'll create unit tests using vitest.
code: describe('auth middleware', () => {
code: it('rejects invalid tokens', async () => {
user: optimize the database queries
assistant: I'll add indexes and batch the queries.
code: CREATE INDEX idx_user_email ON users(email);
user: add rate limiting to prevent abuse
assistant: Implementing a sliding window rate limiter.
code: const rateLimit = new RateLimiter({ window: '1m', max: 100 });
user: implement websocket connections
assistant: Setting up WebSocket server with reconnection.
code: const wss = new WebSocketServer({ port: 8080 });
user: add input validation with zod
assistant: Creating zod schemas for request validation.
code: const userSchema = z.object({ email: z.string().email() });
user: setup CI/CD pipeline
assistant: Creating GitHub Actions workflow for deployment.
code: - name: Deploy to production
code: run: pnpm deploy --prod
user: add dark mode support
assistant: Implementing theme toggle with CSS variables.
code: :root { --bg-color: #ffffff; }
user: implement file upload with progress
assistant: Adding multipart upload with progress tracking.
code: xhr.upload.onprogress = (e) => updateProgress(e);
user: add pagination to the API
assistant: Implementing cursor-based pagination.
code: const items = await db.select().limit(20);
user: create a caching layer
assistant: Setting up Redis for caching.
code: const cached = await redis.get(key);
user: add email notifications
assistant: Integrating with Resend for emails.
code: await resend.send({ to: user.email });
user: implement search functionality
assistant: Adding full-text search with postgres.
code: WHERE to_tsvector(content) @@ query
user: add logging and monitoring
assistant: Setting up structured logging with pino.
code: logger.info({ event: 'user_login' });

Full transcript hidden

Insight extracted
"Effective use of negative examples in prompts"

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Claude Code
Cursor
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OpenAI Codex
ChatGPT
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