Forge in the real world

Real data.
Real decisions.
Real outcomes.

Every case study on this page is real — real users, real files, real findings. No demos. No hypotheticals. Forge working as designed.

5
Published
case studies
5
Industries
covered
8
AI providers
per analysis
0
Fabricated
results
Industry 5 case studies
Feature
Carbon Credits 📊 Excel 🔴 Fraud risk caught
Carbon credit dataset — 100% of records flagged for conflicts
A carbon metrics organisation uploaded 346 field records. One sentence of context. Forge identified six critical failure categories, a 6,515km ID collision spanning different continents, 156 zero-tree fields in an active carbon system, and data accuracy of 0%. Every record required intervention before carbon credit generation could proceed.
🛑
Carbon credit generation suspended Forge recommended halting all carbon calculations pending data remediation — preventing submission of fraudulent credits to the verification standard.
May 2026 · 346 rows · 18 columns · 8 AI analysts
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Agriculture 📊 Excel
42-million-hectare field — the coordinate swap no one caught
Without context, 8 AIs recommended deleting 371 valid records. With context, Forge named 4 specific field IDs for coordinate correction and produced a report submittable to a carbon credit verifier.
✅
Submittable report produced Run 5 (all 7 context questions answered) delivered a verifier-ready analysis. 364 valid records retained. 4 specific corrections identified.
Five Runs methodology · Context = intelligence
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Finance Government 📊 Excel
CHF 7M extraordinary expense — zero budgeted
A municipal P&L upload. Forge identified CHF 7M extraordinary expense with CHF 0 budgeted, conservative revenue forecasting 13.5% above target, and net deficit divergence from plan — with a board-ready explanation prepared.
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Board explanation prepared Forge flagged what mattered, dismissed what was noise, and structured the findings for a board presentation — in one upload.
Municipal finance · Public sector decision support
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Career Perspectives
Swiss job search with L permit — 8 AIs, one personalised strategy
Work experience uploaded. Forge asked 8 AIs simultaneously for Swiss companies matching the profile, then filtered by L permit transfer likelihood, and synthesised a personalised outreach strategy — across 8 AI models in one session.
🎯
Targeted outreach strategy delivered Company list, permit filter, outreach approach — all from a single multi-turn Forge session. What would have taken days of manual research took minutes.
Personal use · Perspectives + multi-turn follow-up
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Business ✦ Synthesis
Should we expand internationally before $1M ARR?
A high-stakes strategic decision. 8 AIs gave divergent perspectives — 74% consensus, with genuine disagreement on timing. Forge synthesised: wait until $500K–$1M ARR, with one named exception for inbound demand. European expansion: add 4–6 months for GDPR and entity setup.
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Go/no-go decision with clear conditions 74% consensus surfaced genuine disagreement. The synthesis named the exception — not just the rule. Decision made with full understanding of the risks.
Strategic decision · 8 AI perspectives · 74% consensus
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Every case study on this page started with a real user and a real file. If Forge helped you catch something important, make a better decision, or produce an analysis that changed an outcome — we'd like to document it. With your permission, your session becomes a case study that helps others in your industry discover what's possible.

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