What changes
A clearly scoped improvement
Prioritized findings, scoped repairs, regression evidence and a handover for the selected product paths.
SaaS Stabilization & AI-Code Reliability
You shipped fast. Now make it survive production.
Inspect the paths where a real user, a delayed webhook or a failed provider can break the product. Fix the agreed failure and leave a repeatable test.
BUILDVERIFYRELEASE
What happens outside the demo path?
Denied accessIdentity + record ownership
Retried eventSignature + deduplication
Provider failureTimeout + bounded recovery
Broken releaseDetection + rollback
A scoped audit and regression record; no blanket security certification.
Founders / Product engineering
The engagement
What changes. What you receive. How we check it.
What to measure
Compare before and after
Record the reproduced failure, test coverage for the changed scope and time to detect recovery.
How we start
One owner, one workflow
Bring a representative example. Together we confirm scope, access, acceptance criteria and pricing before implementation.
ExploreCurrent vs controlled / Reference workflow
The same work. A clearer route through it.
StageCurrent / frictionControlled / accountable
01Auth
CurrentCheck only the happy-path login
ControlledTest roles and denied access
02Data
CurrentTrust a client-supplied record ID
ControlledValidate ownership at the data boundary
03Webhooks
CurrentApply a retried event twice
ControlledVerify identity and deduplicate events
04AI
CurrentWait indefinitely for a provider
ControlledBound retries, timeout and escalation
05Deployment
CurrentChange configuration without a recovery path
ControlledRehearse migration and rollback
06Observe
CurrentHear about failure from a customer
ControlledExpose actionable errors to an owner
The product owner prioritizes risk; qualified reviewers approve access, security changes and release.
Bounded starting point
Choose what needs evidence first.
Authentication and roles
Record what exists, ask the accountable owner to confirm it, and agree a representative test before implementation.
Automation / AI / Your team
Give each kind of work the right owner.
Automation
Moves and checks
Validate permissions, deduplicate events, run regression checks and surface failures.
AI assistance
Interprets and prepares
Assist investigation and prepare candidate fixes that must pass independent review.
Human accountability
Approves and decides
The product owner prioritizes risk; qualified reviewers approve access, security changes and release.
Modelled impact / Calculator
Put numbers on the administrative load.
Illustrative assumptions / editable
Recovered time is capacity, not reduced payroll. Implementation, software, training and ongoing review costs are excluded.
Use this scenario in my assessment ↗Formula and sensitivity
Annual hours = people × hours per week × working weeks. Labour equivalent = hours × loaded cost. Capacity = baseline × recovery share. Optional investment / capacity ratio = investment ÷ monthly capacity value; shown only for positive values.
Practical starting points
Start small enough to verify.
Bounded workflow
Authentication boundary
Inspect auth: Check only the happy-path login. Agree the owner and acceptance evidence before changing the live process.
ExploreBounded workflow
Webhook recovery
Inspect data: Trust a client-supplied record ID. Agree the owner and acceptance evidence before changing the live process.
ExploreBounded workflow
Release readiness
Inspect webhooks: Apply a retried event twice. Agree the owner and acceptance evidence before changing the live process.
ExploreExternal guidance / Separate from our work
Use published risk guidance as a reference.
EXTERNAL INDUSTRY EVIDENCE
NIST AI Risk Management Framework
A voluntary framework for incorporating trustworthiness into AI design, development, use and evaluation. This is external guidance, not certification of a LaunchSoloAI build. Reviewed 2026-09-12.
ExploreEXTERNAL INDUSTRY EVIDENCE
OWASP: Excessive Agency
OWASP describes risk from excessive functionality, permissions and autonomy. The reference informs boundary design; it does not prove any implementation is secure. Reviewed 2026-09-12.
ExploreLaunchSoloAI engineering evidence
Inspect the artifact and its boundary.
PUBLIC PRODUCT
Runcap
Public source and replayable Proof Gate examples demonstrate bounded controls. Routed spend coverage excludes bypassed calls.
Open the evidence record
Implementation / Evidence before expansion
A bounded engagement, with a decision at each stage.
- 01
Map
Confirm the workflow, owner and baseline.
- 02
Bound
Agree data, permissions, scope and unacceptable failures.
- 03
Build
Implement the smallest useful intervention.
- 04
Verify
Record the reproduced failure, test coverage for the changed scope and time to detect recovery.
- 05
Hand over
Train the owner, document recovery and decide whether to expand.
What you receive
Prioritized findings, scoped repairs, regression evidence and a handover for the selected product paths.
A practical next step
Bring one workflow. Find the next useful move.
Start with the process, the current tools and the person who owns the next decision. No system access needed.
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