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Manufacturing workflows

Quote and prep faster with machine-ready geometry

Strip a solid down to its casting-blank envelope, repair an unusable mesh, and get a dimensioned sheet out — the three things that stall a quote.

  • Trusted by 1,000+ teams
  • 15 agent skills available
  • 6 CAD and CAE
Manufacturing CAD workflow

Manufacturing

Agent-driven modelling

Job shops, CNC, casting, fabrication

Trusted by teams in manufacturing

DaDefeature agent
MaMesh agent
DaDrafting agent
01 · Main features

Everything your manufacturing team needs

Core agent skills tuned for manufacturing — from first drawing to export-ready solid, with the agent in the loop.

Defeature a STEP solid to a casting-blank envelope

Repair and decimate meshes with PyMeshLab

Produce true-scale drawings for the floor

Modelling

Geometry triage

defeature removes holes, fillets and small faces to leave a machinable envelope.

  • ✓Parameters stay named, not baked into geometry
  • ✓A revision is a value change and a re-run
  • ✓The script is the record of what was intended
Modelling preview

Manufacturing matching

@ enquiries / Online enquiry form

WHEN
Record created
Interest / category is Manufacturing
Show fields (4) + trigger action
Show checklist (1) + assign owner
Scripted runs

Mesh repair

pymeshlab closes gaps, fixes normals and reduces triangle count on scanned or exported meshes.

  • ✓The same script applies to the next revision
  • ✓Runs headlessly on a local or cloud runner
  • ✓No GUI step that nobody can reproduce
Scripted runs preview

Post-enrolment process

WHEN
Stage changes to Won
ACTION
Assign owner + create tasks
SCHEDULE
Follow-up email in 2 days
CONDITION
If no reply → escalate
Artifacts

Shop drawing

model_to_2d emits a dimensioned, true-scale sheet from the cleaned solid.

  • ✓Scripts and outputs stay together per tenant
  • ✓Every intermediate step is kept, not just the result
  • ✓Storage ceilings scale with the plan
Artifacts preview

Portals

Create user type
User typeUsersCreated byAccess
Customer128AdminLimited
Reviewer34Lead engineerShared
Internal56AdminFull
02 · Use cases

How manufacturing teams use Aikyora

Practical modelling flows your team can run on day one — from first inquiry to booked next step.

Use case 01

Geometry triage

defeature removes holes, fillets and small faces to leave a machinable envelope.

Da

Defeature agent

Simplifies solids for casting and machining

Use case 02

Mesh repair

pymeshlab closes gaps, fixes normals and reduces triangle count on scanned or exported meshes.

Ma

Mesh agent

Repairs and decimates incoming meshes

Use case 03

Shop drawing

model_to_2d emits a dimensioned, true-scale sheet from the cleaned solid.

Da

Drafting agent

Turns the cleaned solid into a shop sheet

Geometry triage

defeature removes holes, fillets and small faces to leave a machinable envelope.

Mesh repair

pymeshlab closes gaps, fixes normals and reduces triangle count on scanned or exported meshes.

Shop drawing

model_to_2d emits a dimensioned, true-scale sheet from the cleaned solid.

Proven outcomes

Benefits of an agent that scripts it

Teams in manufacturing use Aikyora to ship revisions faster with fewer redraws.

01

15

agent skills available

02

6

CAD and CAE engines driven headlessly

03

$0.25

per credit of work

04

365 days

validity on purchased credits

Connected stack

Integrate with your favorite apps

Aikyora works with the products you already use. Connect messaging, billing, calendars, and more — so your manufacturing workflows use the same engines as your business.

More industries

Explore more verticals

Same agent — tuned skills and workflows for each industry.

Get started

Ready to put the agent on manufacturing work?

Start free and put engineers and the agent on the same geometry — from first drawing to export-ready solid.

See all industries