Products/Construction Technology / Contract Risk Intelligence/Forge

Forge

Project Intelligence Layer

Construction Technology / Contract Risk IntelligenceBetareactaitoolkitmachine-learningReviewed

Our Take

Forge is a complete React toolkit made for AI. That's it. That's the whole pitch. And honestly? It's about time someone built this properly.

React developers building AI-powered apps today are piecing together half-baked libraries, custom hooks that break every other week, and state management that wasn't designed for LLM workflows. Forge says "nah, we'll handle that." It gives you the primitives, components, and infrastructure to ship AI features without reinventing the wheel every time you want to stream tokens or manage conversation context.

Is it the next unicorn? We don't know yet—no funding announced, no headcount disclosed, no ARR to flex. But the premise is solid and the timing is right. Every company on earth is trying to bolt AI onto their products, and they're all hitting the same wall: React wasn't built for this. If Forge nails the DX and actually solves the real pain points, watch this space.

Product Hunt →

Forge reads project documents, extracts signals and governing rules, resolves delay attribution, and computes net contractual exposure automatically. It integrates with CPM schedules to provide real-time risk analysis.

Key Features

Concurrent Delay Sweep Algorithm - neutralizes overlapping owner and contractor delays to show net vs gross exposure, Dual Exposure Breakdown - separates contractual penalties (LDs) from operational burn, Constraint-Aware Penalties - extracts contract rules (LDs, milestone penalties, weather entitlements) and applies them only when triggered, Delay Attribution - attributes signals to responsible party (Owner, Contractor, Third Party, Force Majeure) with confidence tracking, Risk Pressure Layer - visualizes latent schedule fragility with Ghost Bars before it hits critical path, Automated Urgency Scoring - categorizes risks into Act Now, Monitor, or Watch tiers, Real-time CPM Simulation - resolves delays and instantly recalculates float deltas and critical path shifts, Executive PDF Engine - dynamically compiles boardroom-ready A4 PDFs, Reasoning Pipeline - from raw documents to net contractual exposure: Extract, Attribute, Anchor, Prioritize

Problem It Solves

Construction teams discover contractual exposure too late. Concurrent delays hide real liability, penalties are buried in contract clauses disconnected from schedules, and evidence lives in unstructured documents. Without deterministic links between delay events, responsible parties, and contract rules, there is no commercial argument.

Target Customer

CPM-Mature Construction Projects with Primavera P6 (or equivalent mature scheduling software), active liquidated damages or severe dispute risk, complex site logs and meeting minutes, and project values typically €30M+

Use Cases

Concurrent Delay Defense - detect overlapping owner/contractor delays and reduce penalty exposure, Penalty Clause Extraction - identify and type LD clauses, link to schedule milestones, Attribution Evidence Chain - lock immutable causal records for dispute defense

Differentiator

Uses concurrent sweep algorithm to show net contractual exposure (what is truly chargeable) vs gross exposure. Deterministically links delay events to responsible parties and contract rules. Adds Ghost Bar layer visualizing latent schedule fragility before critical path shifts.

Why Now

Most teams find out they're exposed too late. With construction penalties often €15k+/day and complex concurrent delays, the financial exposure is significant but hidden in unstructured documents.

Traction

Notable Metrics: Beta program active. Demo data shown: €82,500 Critical Exposure, €15k/day potential penalty, 92% attribution confidence, 4.2 days neutralized.

Key Facts

The people behind Forge

Luca Deguin

profile

Maker

Links

Website Source: product-hunt

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