Fixed-scope POC sprints, milestone product builds, retained engineering pods, and rescue engagements — structured for procurement teams and R&D leaders who need predictable delivery, not open-ended hourly billing.
10+ years · 50+ partners · 200+ projects · Hyderabad, India · NDA-first · source-open delivery
2–4 week validation engagement with written go/no-go criteria before capital commitment.
Phased delivery from architecture through production with weekly demos and stage-gate invoicing.
Dedicated senior engineers embedded with your team — for ongoing model iteration, feature velocity, or platform maintenance.
Audit-first engagement for ML, IoT, or robotics programmes stuck between demo and production.
| Your situation | Recommended model | Typical duration |
|---|---|---|
| Evaluating vendors / unproven feasibility | Fixed-scope POC sprint | 2–4 weeks |
| Defined product brief, need production delivery | Milestone-based build | 8–24 weeks |
| Ongoing roadmap + production ML/IoT | Retained engineering pod | 6+ months |
| Failed pilot, vendor handoff, or tech debt | Rescue & refactor | Audit + 4–12 weeks |
Share company, timeline, and domain — a senior engineer replies within one business day. NDA-friendly.
