FairByDesign App Hub
We identify where AI makes sense, where ordinary workflow automation is enough, and where no technology change is the better decision. When AI is justified, governance, security, performance measurement, evidence, and human oversight are designed in from the beginning.
Start with your problem
Release A — Operational decision suite
Four tools, one shared decision core. All four are Live: functional and publicly usable today, not a demo or a mock-up.
AI or Workflow? Decision Tool Live
Classifies one operational problem as no technology change, workflow automation, AI assistance, or governed agent execution — and separately reports whether current controls allow it to run that way today.
- For
- Anyone deciding whether a use case needs AI at all
- Time
- 5–8 minutes
- Output
- On-screen recommendation, downloadable JSON
- Review
- Informational — pair with your own governance review before acting.
No account required. Answers are used only to produce your result.
StartUse-Case Value Scorer Live
Scores an idea on value, readiness, effort, failure exposure, security, and measurable outcomes, and separates the opportunity score from the control burden so one doesn't hide the other.
- For
- Anyone comparing several candidate use cases
- Time
- 5–8 minutes
- Output
- On-screen scores, downloadable JSON
- Review
- Informational — pair with your own governance review before acting.
No account required. Answers are used only to produce your result.
StartGovernance Stopgate (AI Procurement Stopgate) Live
Produces a deterministic Go, Go-with-conditions, Hold, or Stop result with named controls, owners, evidence requirements, and a remediation plan before a use case advances.
- For
- Anyone who owns a go/no-go decision on an AI or automation use case
- Time
- 10–20 minutes
- Output
- On-screen governance result, remediation plan, downloadable JSON
- Review
- Requires human sign-off — this is a decision aid, not the decision itself.
No account required. Answers are used only to produce your result.
StartAI Readiness Brief Generator Live
Turns a completed decision, value, and governance assessment into a one-page, print-friendly readiness brief with the recommended path, conditions, and a first measurable outcome.
- For
- Anyone who needs a concise brief to bring to a real decision meeting
- Time
- Produced automatically at the end of the guided assessment
- Output
- One-page brief (view or print to PDF), downloadable JSON
- Review
- Informational — pair with your own governance review before acting.
No account required. Answers are used only to produce your result.
Not a separate form: start the guided assessment above and it is generated as the final step.
StartRelease B — Public accountability suite
3 of 3 built so far.
Human Escalation Auditor Live
Scores whether a real person was reachable, authorized to change the outcome, timely, able to reverse or correct it, and able to resolve the root cause — with a hard override to "no human access" when no named person was ever reached.
- For
- Anyone stuck in an automated support loop who needs to show it was inadequate
- Time
- 5–8 minutes
- Output
- On-screen verdict, itemized findings, downloadable JSON
- Review
- Informational — a documentation and escalation aid, not a legal finding.
No account required. Answers are used only to produce your result.
StartSupport-Loop Failure Analyzer Live
Maps a chatbot, form, email, or phone support loop and identifies whether the missing control is a human escalation path at all, or an escalation path that reaches someone without the authority to help.
- For
- Anyone who was routed in circles between support channels
- Time
- 3–6 minutes
- Output
- On-screen diagnosis, evidence list, downloadable JSON
- Review
- Informational — a documentation and escalation aid, not a legal finding.
No account required. Answers are used only to produce your result.
StartAutomation Harm Evidence Builder Live
Converts a reported timeline of instructions, responses, escalation attempts, and losses into a chronologically-ordered evidence record, flags internal contradictions, and lists what standard evidence (screenshots, witnesses, quantified loss) is still missing.
- For
- Anyone documenting an automated decision or support failure
- Time
- 8–15 minutes
- Output
- Chronological evidence record, downloadable JSON
- Review
- Informational — a documentation aid, not a legal finding.
No account required. Answers are used only to produce your result.
StartNext — Release C
Built after Release A and B are stable and connected. Not usable yet.
Release C: Decision and oversight suite
- AI Decision Challenge Builder — Produces questions, missing-evidence requests, review language, appeal language, and a challenge checklist for an AI-influenced decision. Planned
- Human Oversight Audit — Evaluates whether oversight is authorized, informed, timely, effective, documented, and capable of changing the outcome. Planned
- AI Accountability Scorecard — Measures explainability, evidence, appeal, ownership, reversibility, traceability, and meaningful human control. Planned
AI Readiness Brief Generator and the tools above are the first four of a planned twenty-five-application FairByDesign platform. The remaining eighteen span software recoverability, migration planning, privacy configuration, ethical automation templates, evidence documentation, independent AI evaluation, data stewardship, governance training, verified research, local AI deployment, and public-interest accountability infrastructure — specified, not yet built.
Book a €150 consultation and training session
Bring one operational problem. Leave with a clear recommendation on whether to use workflow automation, AI assistance, governed agent execution, or no technology change—and what must be measured and controlled before implementation.
Book a €150 consultation and training session