Production-grade AI Proof OF Concept for teams in a hurry
Build an AI PoC in 2–4 weeks — fixed scope, measurable outcome, and a clear path to production.
What AI Proof of Concept Development looks like with us
Engineer Master Labs delivers AI Proof OF Concept for teams that need results in production, not slide decks. We structure work around your existing engineering cadence — Slack or Teams channel, weekly demos, shared backlog. Security and privacy are built in: NDA-first, least-privilege IAM, EU or US data residency, VPC-isolated deployment options. Our engagement models flex to your stage: fixed-scope, staff augmentation, or monthly retainers.
- 01Cost dashboards so you can see token/inference spend against ROI
- 02Re-training / prompt-tuning workflows documented for your team to own post-launch
- 03End-to-end automation: design, data pipelines, evaluation harness, deployment, observability
- 04Production SLAs — not a POC that collapses under real traffic
- 05Integrations with your existing systems (CRMs, ERPs, ticketing, data warehouses)
How teams use this
Add AI to an existing product feature without rebuilding the whole workflow
Stand up a greenfield automation that your internal team will own post-handover
Replace a manual process currently consuming 20+ hours/week of team time
100+ companiesquietlyrunonsystemswebuilt.
Common questions
What about hallucinations and accuracy?
Every production LLM feature ships with an evaluation harness and confidence thresholds. Low-confidence outputs route to human review. We quote accuracy numbers against labelled samples, not vibes.
Who owns the model and data after launch?
You do. All prompts, fine-tuned weights, training data, and evaluation sets are handed over. No vendor lock-in.
Who owns the IP?
You do. All code, documentation, model weights, and deliverables are assigned to you on payment. Our master service agreement spells this out explicitly.
Do you sign NDAs before a scoping call?
Yes — standard practice. We circulate a mutual NDA before any detailed conversation about your product, data, or roadmap.
Whatpeople who shipped with ussayafterwards.
Telluswhatyouwanttoautomate.We'llreplyinonebusinessday.
Describe the problem, the constraint, the deadline. We'll send back a scoped plan and a senior engineer to kick it off — no sales theater.