MVP
C&M Construction & Design MVP
Vision models on site photos and drawings for progress, quality and safety checks, plus agentic handling of quotes, materials and tender documents, with a site or project manager approving every step.
Our proposal
What we build first
Weekly progress and quality reporting from site photos, the report a site manager writes by hand every Friday.
At the end of the MVP you have
- A vision model that recognises progress and defects on your own site photos
- An automatic draft of the weekly progress and quality report
- A review screen for the site manager to confirm each finding
How we measure success
The weekly report drafted in under an hour instead of a day, with every finding confirmed by the site manager.
Implementation
Seven steps from kick-off to a working system
Every step ends with something you can see and check. A person on your side approves the result before we move on.
- 1Day 1

Discover & baseline
We walk the site with your manager, collect past reports and time how they are made today.
- 2Days 1–2

Connect & prepare data
We gather site photos and drawings, and label a first set of progress stages and defects together with you.
- 3Days 2–5

Build models & agents
We fine-tune a vision model on your photos and build the agent that turns findings into a report.
- 4Days 5–6

Add verifiers & approval
Each finding carries the photo it came from; the site or project manager confirms or rejects it.
- 5Days 6–7

Integrate with your tools
Reports arrive in your e-mail or project tool, and photos can be sent from the site by phone.
- 6Days 8–9

Pilot on real work
The system drafts real weekly reports on a live site while we measure time and accuracy.
- 7Day 10

Accept & hand over
We check the results against the agreed criteria, sign acceptance and hand over the model.
The result
A working MVP on your data
The weekly report drafted in under an hour instead of a day, with every finding confirmed by the site manager.
- Price
- PLN 15,000
- Duration
- 1–2 weeks
See it on your own data
We start with an MVP on your screens, devices or tickets. Request an MVP and bring a real use case.
Request MVP