For early-stage investors
Begin where a customer has work to deliver.
An estimate, a system handover or a release review creates a concrete reason to investigate missing context. Our entry hypothesis is a paid, bounded evaluation of one software-change case, measured against the customer’s current process.
The proposed revenue model then adds optional software use and support when the findings justify continuation. No signed contracts, established demand or realised savings are claimed.
Follow the proposed first use caseFor early-stage investors
Technical progress changes what can be investigated.
The evidence has moved beyond a searchable knowledge record. Implemented comparison, delivery-bound acceptance and controlled decision registration address the work of investigating whether intent, implementation and proof agree. Human-facing and native workspace advances also support the route towards an operable product.
That strengthens the technical basis for a bounded evaluation, not the claim of market traction. The commercial test is whether review quality, avoided rework and released capacity justify setup and ongoing costs. Willingness to pay, rights, operating scope and repeatable delivery still need evidence.
Read the product boundaryFor early-stage investors
Growth has to work after delivery costs.
Evaluation and setup would generate initial revenue. Continued software use and support could generate recurring revenue. The model only becomes attractive if onboarding, AI usage, infrastructure and support leave room for a sustainable business.
Measure those costs alongside customer outcomes and compare with the tools the team already uses. Recovered time is capacity, not automatic cash savings. Pricing, funding and unit economics remain working assumptions, not published commitments.
A stronger investment case needs both useful customer outcomes and repeatable economics.