AI-native design-to-manufacture

A design that already knows how it's made.

ForgeLab puts a Design, DFM, Materials, Cost and Matching agent on your brief. They critique against a real process rulebook, revise the geometry in the open, and price it with a parametric model — you approve production-ready before anything is treated as manufacturable.

Free · no account · real DFM rules, not a guess

Brief in · revision pack out · ~4 minutes · under a $4 cap per run

agent room

Manufacturing feedback usually arrives after tooling assumptions are already wrong. A render isn't a part. “Looks printable” isn't a wall-thickness rule with a number attached.

How it works

Design → DFM → iterate → cost → match → gate.

  1. 01

    Design

    3-5 candidate concepts from your brief, checked against the process rulebook before you see them.

  2. 02

    DFM

    Every stated dimension run through check_feature — wall, overhang, radius, holes — with the rule cited.

  3. 03

    Iterate

    A blocking or major issue goes back to Design, which applies the smallest fix that clears the rule, then re-checks.

  4. 04

    Materials & cost

    A ranked shortlist and a parametric unit-cost range with a full breakdown — never a firm quote.

  5. 05

    Matching

    Pilot manufacturers ranked against process, material, MOQ and envelope — refused outright past a blocking issue.

  6. 06

    Gate

    Production-ready, release, and export are blocked until a human approves. ForgeLab never ships.

The roster

Six agents, one typed conversation.

Design

Brief → candidates

Generates 3-5 manufacturable concepts and revises the geometry when DFM sends one back.

DFM

Rule-grounded critique

Critiques the selected concept against the process rulebook — FDM, SLA, or 3-axis CNC — never a guess.

Material Advisor

Shortlist + trade-offs

Ranks materials for the process against service temperature and toughness, and names what to avoid.

Cost Estimator

Parametric range

Machine time from geometry and volume, material by mass, amortised setup, finishing — with the breakdown shown.

Matching

Pilot manufacturers

Ranks ForgeLab's pilot-shop directory by process, material, MOQ and envelope, and explains every match.

Outcome Logger

Learn from the result

Records a confirmed production outcome and writes reusable lessons to the design's provenance log.

Human authority

ForgeLab never releases a design to a manufacturer.

Marking a design production-ready, releasing an order package, sharing outside the org, and any IP or licensing change all stay with a person. ForgeLab prepares the revision pack and the RFQ — it doesn't send either.

HProduction-ready mark
HOrder package release to a manufacturer
HSharing outside the org / marketplace listing
HIP ownership or licensing changes

Why you can trust the output

Grounded, costed, and on the record.

Grounded

DFM findings cite a rule and a measured value. Upload an STL and the wall thickness and overhang angle come from the mesh, not a description.

Costed

Every run has a hard $4 cap. A live token meter shows exactly what each agent step spent.

On the record

Typed messages between agents, a full audit log, a per-step inference trace, and a labelled eval suite scoring the DFM verdict against ground truth.

Watch the gate refuse to ship.