- What is proof of concept development?
- Proof of concept development tests one technical question: can the idea work at all. Our PoC development services define that one question with you, then build a functional prototype that real users can touch. The prototype is not a slide deck and not a clickable mockup. In 3 to 6 weeks the cycle ends with a demo, real evidence, and a written go or no-go recommendation.
- What is the difference between a proof of concept, a prototype, and an MVP?
- A proof of concept tests technical feasibility: can this be built at all. A prototype tests the user experience: does it make sense to the people who use it. An MVP tests the market: will people adopt it and pay for it. We wrote a full comparison in our blog post, Proof of Concept vs Prototype vs MVP, and we build all three.
- How long does an AI proof of concept take?
- The cycle runs 3 to 6 weeks, from the first workshop to the written recommendation. The exact length depends on the data you have and the assumption we test. For one client we specified a proof of concept in enough detail for an immediate start of the build. AI-heavy assumptions, such as model accuracy on your own documents, often need the full 6 weeks.
- What is pilot project development, and how is it different from a proof of concept?
- Pilot project development takes a prototype that already works and runs it next to your current systems, with real users and real data. A proof of concept tests one assumption, away from daily operations. Where possible, the pilot reads your systems through a read-only integration, so core operations stay safe. We design the migration path only after the pilot proves itself.
- What counts as a pass or a fail in a go no-go technical validation?
- We agree the pass and fail bar with you before the build starts, not after we see the result. The evidence comes from three sources: usage data, direct user feedback, and a technical feasibility check. A go decision ships with an architecture document for the path to production. A no-go decision is a valid result, and it protects the budget for your next idea.
- Do I own the code after a proof of concept?
- Yes. The prototype and the code run in your own accounts from the first day. If the decision is a go, that code often becomes the base for the pilot, the way it did for a metal traceability platform we built from an empty repository. If the decision is a no-go, you keep the code, the evidence, and the architecture document.