Kognita.
Custom Solutions
Beyond the product, Kognita takes on custom engagements: modernizing legacy systems and building AI-native features on top of code that already runs your business. We map the system first, then ship in safe increments your team owns.
Custom engagement
system-first delivery
Map the real system
services, data, business rules, hidden dependencies
Choose the path
modernize, automate, extract, or build AI-native features
Ship in increments
reviewable changes your team can understand and own
Hand it back
code, pipelines, documentation, and operating model
fit
Best for teams with a valuable system, real production constraints, and an AI or modernization goal that needs engineering judgment.
what we do
The same understanding that powers the Kognita product — mapping how a real codebase actually behaves — is what we bring to custom work. We do not start from a clean slate. We start from your system.
legacy modernization
We map the legacy system first — services, data, business rules, hidden dependencies — then modernize incrementally. AI-assisted refactors, framework migrations, and safe extraction of critical paths, with the system staying live the whole time.
AI-native product
Assistants, copilots, and automations built on your actual codebase and data — not generic prompts. We design the retrieval, guardrails, and evaluation so the feature behaves predictably in production, not just in a demo.
engineering automation
Triage, routing, review, and reporting pipelines that take repetitive engineering and operations work off your team. We wire AI into the workflow where it measurably saves time and remove it where it does not.
what we've shipped
A sample of engagements we have delivered. Each one started as a legacy or operational problem and ended as something the client's own team now runs.
Rebuilt a slow, drop-off-heavy onboarding flow into a guided, AI-assisted experience. New customers reach first value faster, and the support team stops fielding the same setup questions on repeat.
Guided AI-assisted setup
Lower early drop-off
Fewer support tickets
Built AI-driven pipelines that migrate aging frontends component by component — translating legacy markup and styles into a modern framework with tests, while engineers review instead of rewrite.
Component-by-component migration
Engineers review, not rewrite
Modern stack, no big-bang rewrite
Delivered an automated bug-triage system that classifies incoming reports, attaches likely cause and affected workflow, sets severity, and routes to the right owner — so SLA clocks are met without manual sorting.
Auto-classified severity
Cause and ownership attached
SLA-aware routing
how we work
No big-bang rewrites and no black boxes. Every engagement is scoped honestly up front and delivered in increments your team can review and own.
Step 1 — scope
We start by understanding the existing system and what success looks like. You get an honest assessment of what is worth modernizing, what to leave alone, and where AI actually helps.
Step 2 — build
We work in small, reviewable increments against your real codebase. Nothing is a black box — your team sees every change and stays in control of what ships.
Step 3 — hand off
You keep the code, the pipelines, and the documentation. We hand off something your engineers can run and extend, not a dependency on us.
work with us
Tell us what you are working with and what you want it to become. We will give you an honest read on whether it is a fit and how we would approach it — no obligation.
hello@kognita.co