COMPARISON

ShipTested vs ChatGPT for Test Generation

You've probably tried this: paste your code into ChatGPT, ask it to write tests, copy the output into your project... and watch it fail. Wrong imports. Broken mocks. Assertions that test nothing. You spend the next hour debugging tests instead of building features.

ChatGPT is a general-purpose AI. It's great at explaining code and writing first drafts. But it has no access to your file system, can't run tests, can't see errors, and can't iterate. It generates tests in a vacuum and hopes for the best.

ShipTested takes a fundamentally different approach. It reads your actual project structure, understands your imports and dependencies, generates tests, runs them in a sandbox, and when they fail, it reads the errors, fixes the code, and re-runs. Automatically. Until they pass.

FeatureShipTestedChatGPT
Generates test code
Understands your project structureAuto-detects framework, imports, aliasesYou explain manually each time
Runs the testsIn an isolated sandboxYou copy-paste and run yourself
Fixes failing testsAutomatic iteration loopYou paste errors back, ask again
Knows your dependenciesReads package.jsonGuesses or hallucinates packages
Correct import pathsResolves from your file treeOften wrong, especially with aliases
Mocking strategyMatches your existing patternsGeneric mocks, often incorrect
Coverage reportPer-file and aggregate
GitHub integrationAuto-generate tests on PR
Batch processingTest entire project at onceOne file at a time, manually
ConsistencySame approach every timeDifferent output each conversation
CostFree tier + $15/mo Pro$20/mo (ChatGPT Plus)

The Import Path Problem

The most common failure when ChatGPT writes tests: wrong import paths. Your project uses @/lib/utils as an alias for src/lib/utils.ts. ChatGPT doesn't know that. It guesses ./utils, ../lib/utils, or invents a path that doesn't exist.

ShipTested reads your tsconfig.json, resolves your path aliases, and generates imports that match your actual project structure. If it still gets something wrong, the sandbox catches it and the AI fixes it in the next iteration.

The Mocking Problem

ChatGPT generates generic mocks. jest.mock('axios'). But your project doesn't use axios. It uses a custom api.ts wrapper around fetch. Or it uses Supabase. Or tRPC. ChatGPT doesn't know because it can't see your codebase.

ShipTested analyzes your imports, identifies what needs mocking, and checks your existing test files for mocking patterns. If your repo already uses vi.mock with specific patterns, ShipTested follows the same conventions.

The Iteration Gap

WITH CHATGPT

  1. 1.Ask ChatGPT to write tests
  2. 2.Copy into your project
  3. 3.Run them. They fail
  4. 4.Copy the error back into ChatGPT
  5. 5.Ask it to fix
  6. 6.Repeat 3-5 times
  7. 7.Give up or hack it together

WITH SHIPTESTED

The AI generates, runs, reads errors, fixes, and re-runs in a sandbox, without you touching anything. Most files pass within 2-3 iterations.

When to Use ChatGPT

ChatGPT is still great for learning about testing patterns, understanding what a test should do, or getting a rough starting point for a single function. If you need to understand testing concepts, ChatGPT is a solid teacher.

When to Use ShipTested

When you need tests that actually run. When you have a real project with dozens of files and zero coverage. When you're tired of the copy-paste-fix-paste loop. When you want to go from 0% to 80% coverage in minutes, not days.

Ready to stop debugging AI tests?

Free tier. 3 files/month, no credit card required.