Mesh cleanup
pymeshlab closes holes, fixes orientation and reduces density on scan output.
Ma
Mesh agent
Repairs and decimates scan meshes
Medical Devices workflows
Work from scan data with mesh-to-solid pipelines
Clean a scan-derived mesh, bring it into a modelling kernel, and produce a drawing — without hand-stitching triangles.
- Trusted by 1,000+ teams
- 15 agent skills available
- 6 CAD and CAE
Medical Devices
Agent-driven modelling
Implants, instruments, housings
Trusted by teams in medical devices
MaMesh agent
KaKernel agent
DaDrafting agent
Google
Slack
Microsoft
Zoom
01 · Main features
Everything your medical devices team needs
Core agent skills tuned for medical devices — from first drawing to export-ready solid, with the agent in the loop.
Repair and simplify scan-derived meshes
Carry mesh geometry into FreeCAD or Rhino
Keep artifacts in a scoped, per-tenant store
Modelling
Mesh cleanup
pymeshlab closes holes, fixes orientation and reduces density on scan output.
- ✓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
Medical Devices matching
@ enquiries / Online enquiry form
WHEN
Record created
Interest / category is Medical Devices
Show fields (4) + trigger action
Show checklist (1) + assign owner
Scripted runs
Kernel handoff
rhino_compute and freecad take the cleaned mesh into a modelling environment.
- ✓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
Documented output
model_to_2d produces a true-scale drawing for the device file.
- ✓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 type | Users | Created by | Access |
|---|---|---|---|
| Customer | 128 | Admin | Limited |
| Reviewer | 34 | Lead engineer | Shared |
| Internal | 56 | Admin | Full |
02 · Use cases
How medical devices teams use Aikyora
Practical modelling flows your team can run on day one — from first inquiry to booked next step.
Kernel handoff
rhino_compute and freecad take the cleaned mesh into a modelling environment.
Ka
Kernel agent
Drives Rhino and FreeCAD headlessly
Documented output
model_to_2d produces a true-scale drawing for the device file.
Da
Drafting agent
Emits dimensioned documentation sheets
Mesh cleanup
pymeshlab closes holes, fixes orientation and reduces density on scan output.
Kernel handoff
rhino_compute and freecad take the cleaned mesh into a modelling environment.
Documented output
model_to_2d produces a true-scale drawing for the device file.
Proven outcomes
Benefits of an agent that scripts it
Teams in medical devices 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 medical devices 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 medical devices work?
Start free and put engineers and the agent on the same geometry — from first drawing to export-ready solid.