Launch Fix · AI builders

From Finding to Fix: How SafeLaunch Turns 138 Laws Into Copy-Paste Prompts for Your AI Builder

A report that lists problems is half the job. The other half is getting the fix into your product without breaking it. Here is how SafeLaunch writes fixes your AI builder can apply in one paste.

SafeLaunch Research 7 min read

The short answer

SafeLaunch maps every finding to the exact provision of 138 laws, then writes the fix three ways: a before-and-after code change, a prompt tailored to your AI builder (Lovable, Cursor, Claude Code, Bolt, v0, Replit or Windsurf) with "done when" acceptance checks, and a master prompt that applies every fix in order of severity. A re-check confirms what is no longer detected.

Key takeaways

  • A finding is only useful if someone can act on it. Every SafeLaunch finding carries the law, the evidence, the severity and the fix.
  • Prompts are tailored to the builder SafeLaunch detects in your project, using its conventions: Cursor's @file mentions, Lovable's keep-the-design instruction, Claude Code's minimal diff and checks.
  • Every prompt ends with 'Done when' acceptance checks, so you and the model know when the fix is complete.
  • A master fix prompt walks through every finding from critical to low, one change at a time.
  • Launch Fix includes one free re-check within 30 days; findings that disappear are reported as 'no longer detected', not as certified fixes.
On this page
  1. 1. Why do compliance reports usually fail to get fixed?
  2. 2. How do 138 laws become a single finding?
  3. 3. How does a finding become a copy-paste prompt?
  4. 4. What is the master fix prompt?
  5. 5. What about fixes that aren't code?
  6. 6. How do you know the fix worked?

01

Why do compliance reports usually fail to get fixed?

Traditional compliance output is written for lawyers: 'Ensure processing of personal data is transparent in accordance with Article 13.' It's accurate and not actionable. A founder working in Lovable or Cursor has to translate it into a code change, guess which file to edit and hope nothing else breaks.

AI builders are good at making changes when the instruction is precise. They're poor at deciding what the law requires. SafeLaunch splits the work along that line: the rulebook decides what's required and where, and the builder makes the change.

02

How do 138 laws become a single finding?

The SafeLaunch rulebook breaks each of 138 laws and standards into the specific requirements a website or app must meet, and ties each one to its provision. When one problem breaks several laws, it becomes one finding with several citations, not a dozen duplicates.

One finding, cited per market
MarketProvision cited for 'Tracker loads before consent'
European UnionePrivacy Directive Art. 5(3); GDPR Art. 6(1)(a) & 7
United KingdomPECR Reg. 6 (as amended by the Data (Use and Access) Act 2025); UK GDPR Art. 7
SwitzerlandTCA Art. 45c; revFADP Art. 6
CaliforniaCCPA §1798.120 & §1798.135 (opt-out of sharing; honour GPC)
BrazilLGPD Art. 7–8
IndiaDPDP Act 2023 §6
One finding, cited per market

Each finding records the evidence (the page, or the file and line), the severity, how confident the analysis is and the plain-language action. The rulebook is versioned, and every report names the version it used. See the rulebook and changelog.

03

How does a finding become a copy-paste prompt?

SafeLaunch detects which builder made your project from the files it leaves behind (Lovable, Cursor and Windsurf rule files, Replit configuration, CLAUDE.md or AGENTS.md, and package metadata) and shapes every prompt for it. You can switch to any other builder in the report.

How the prompt adapts to each builder
BuilderHow the prompt is shapedWhere to paste it
LovableAsks for the change without altering anything unrelated, keeping the current designThe Lovable chat (review the plan in Chat mode first)
CursorMinimal diff, no unrelated files; files referenced as @pathAgent mode (Cmd/Ctrl+I)
Claude CodeRead the relevant files first, keep the diff minimal, run the project's checksRun claude in the project folder
BoltMinimal diff with the file namedThe Bolt prompt box
v0Minimal diff with the file namedThe v0 chat for the project
ReplitMinimal diff with the file namedReplit Agent
WindsurfMinimal diff with the file namedCascade in Write mode
How the prompt adapts to each builder

Here is what a single finding's prompt looks like for Lovable:

Prompt for Lovable · one finding
Make this change without altering anything unrelated, and keep the current design.

Load Google Analytics and the Meta Pixel only after the visitor accepts the
matching cookie category. Remove the tags hard-coded in index.html, and
initialise them from the consent banner's "analytics" and "marketing"
callbacks. Put a "Reject all" button next to "Accept all" on the first layer
of the banner, with equal prominence.

Start in the file index.html.

Done when:
- With no choice made, no analytics or advertising request is sent and no
  tracking cookie is set.
- After clicking Reject, no analytics or advertising tracker loads.
- A SafeLaunch scan of the next version no longer reports "Advertising
  tracker loads before consent".

04

What is the master fix prompt?

Fixing findings one by one is safest for a large product. For a typical launch, Launch Fix also writes a master fix prompt: every finding, sorted from critical to low, each with its action and first acceptance check. It tells the builder to work one change at a time, report what it changed, and list anything it couldn't complete.

Master fix prompt for Claude Code (excerpt)
Fix the compliance gaps in this repository found by a SafeLaunch audit of
acme.app. Work in order, one commit per fix, and run the project's checks
after each.

1. [CRITICAL] Database table "profiles" readable by anyone (supabase/migrations)
   Enable row-level security on profiles and allow each user to read and
   update only their own row.
   Done when: an anonymous request and a different signed-in user both
   receive no rows from profiles.

2. [HIGH] Advertising tracker loads before consent (index.html)
   …

Finally, list anything you couldn't complete and why. Then I'll re-run
SafeLaunch on the new version.

Alongside the prompts, Launch Fix includes the before-and-after code for each finding and a patch file you can apply directly with Git, for teams who prefer to review a diff rather than run an agent.

05

What about fixes that aren't code?

Many obligations are documents, not features. Launch Fix drafts them from the evidence found in your product, so they describe what you actually do:

  • Privacy notice, cookie notice and terms, written for your product, its vendors and its markets.
  • Record of processing activities and the list of vendor data-processing agreements to sign.
  • Breach response plan with each market's notification deadlines.
  • Retention schedule and impact assessment screening.
  • Registrations and representatives you may need to appoint in some markets.
  • Marketing email kit, AI use policy, payment-page script inventory and an accessibility statement.
  • For mobile apps, draft App Store and Google Play privacy answers.

06

How do you know the fix worked?

  1. 01

    Apply the fixes

    Paste the prompts or apply the patch, then review the change like any other pull request.

  2. 02

    Re-check the new version

    Launch Fix includes one free re-check within 30 days; further re-checks are $29. With the GitHub App, you can scan any connected repository in one click.

  3. 03

    Compare by rule, not by number

    The re-check matches findings by the rule behind them, so a resolved issue shows as 'no longer detected' and anything new is flagged as new. 'No longer detected' means the check now passes, not that a lawyer has certified the fix.

  4. 04

    Sign off the exact version

    Code reports can be signed off for one exact Git commit or uploaded file hash, against a named rulebook version, with an Ed25519-signed, append-only record anyone can verify.

138

laws mapped to provisions

7

builders with tailored prompts

1

free re-check with Launch Fix

$149

Launch Fix, one-time

Start with a free scan to see your score and top problems, or browse a complete sample report first. Compare plans on the pricing page.

One free fix in your inbox each week

A new copy-paste prompt for Lovable, Cursor or Claude Code every week, with the rule behind it and how to check it worked. No spam, unsubscribe in one click.

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FAQ

Frequently asked questions.

Lovable, Cursor, Claude Code, Bolt, v0, Replit and Windsurf, plus a generic version for any coding assistant and plain code changes for developers who prefer to edit by hand.

It looks for the marker files builders leave in a project, such as .cursorrules or .cursor/rules, .windsurfrules, .replit, CLAUDE.md or AGENTS.md and Lovable or Bolt project files, plus package metadata. You can switch builder in the report at any time.

Launch Fix includes a master fix prompt that applies every finding in order of severity, one change at a time. For large products, applying findings individually and reviewing each change is safer.

No. A re-check shows which findings are no longer detected on the new version. It does not certify legal compliance, and some obligations depend on facts no scan can see, such as contracts and staff processes.

Launch Report ($49) lists every finding in every market with plain-language steps and a PDF. Launch Fix ($149) adds the code change for every finding, builder prompts, a master prompt, a patch file, draft policies, a version-locked sign-off and one free re-check within 30 days. You can upgrade for the $100 difference.

Sources and further reading

This article is general information, not legal advice. SafeLaunch is automated software, not a law firm; a report records what was checked on one version and is not a certificate of compliance. Read the disclaimer.

From the founder

SafeLaunch is built by Raghav R Handa, a lawyer-turned-builder in New Delhi. He writes about this topic in plain English:

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