AI-native software consultancy

Your software should work as hard as you do.

TriHolm Labs Inc. is an AI-native consultancy for mobile and web, and we treat every engagement with unreasonable care. We help small businesses put AI to work, product teams build it into what they ship, and engineering teams move off the stacks holding them back. Everything is fixed scope, run so your business never stops moving. And because we build our own consumer apps, every technique we sell has been tested on ourselves first.

What we do

Everything we sell is fixed scope and AI-native: AI agents do the heavy lifting while our senior engineers own every decision, whether we're bringing AI into a small business or helping a product leave a dying stack behind. Every engagement runs as a parallel track, so your business keeps moving while we build. We deliver finished packages, not seats.

For small businesses

AI audits & custom solutions

Most small businesses don't need an AI strategy; they need a handful of working automations. We start with a one-week, $5,000 audit of where AI actually pays off in your operation, define the rules and house formats with you, then build the systems into the tools you already use and make sure your team can run them without us.

  • Assistants that answer from your own documents, policies and data
  • Back-office automations for intake, scheduling, invoicing and follow-ups
  • Tickets, work orders, reports and test plans drafted in your house format
  • Scheduled pipelines that watch your systems, summarize and alert
For companies & product teams

AI integrations & agentic setup

AI features built into your product, and agentic engineering workflows set up for your team, with review gates where they count. These are the systems we trust our own production work to, not demos:

  • Scheduled crash-triage pipelines that watch release health daily and draft fixes
  • QA pipelines that automate stability testing before every release
  • Release pipelines across GitHub, Jira and your communication tools, in your approved formats
  • Store-release optimization that turns deployment into a fast, boring procedure
For teams on aging stacks

Migrations & modernization

Web, Android, iOS and cross-platform migrations, run as a parallel track while your team keeps shipping. Every codebase is different: some can move piece by piece while users carry on, others deserve a clean start. The audit finds the path that fits yours, and whichever way we go, production stays live and your roadmap keeps moving.

LEGACY MONOLITH Legacy UI framework Entangled state No boundaries screen by screen MODULAR ARCHITECTURE feature/home feature/search feature/media feature/profile core/design core/data core/network Shared libraries · clear API surfaces Production live · releases every week

Incremental migration: production stays live throughout.

Angular ↔ React

Teams stuck on old Angular move to React without stopping feature work, and teams that need Angular's structure get there in the opposite direction. Route by route where your codebase allows it, a staged rebuild where that serves you better.

Android modernization

XML to Jetpack Compose, Java to Kotlin, monolith to modular, screen by screen while production stays live. Plus the release discipline that decides whether the app keeps its rating.

iOS modernization

Objective-C to Swift and UIKit to SwiftUI, with the same screen-by-screen discipline: the app on the store never stops improving while the codebase underneath it does.

Cross-platform moves

Separate iOS and Android apps converge on Kotlin Multiplatform or React Native. Share what should be shared, and keep native what's better native.

Start with an audit, not a pitch.

A one-week audit, $5,000 flat, for any of the three practices: map your stack and the cheapest safe path off a legacy framework, or map where AI and agents would actually pay off in your business. You keep the plan even if we never work together.

Book an audit →
Our most recent success story
391k

lines of legacy monolith taken to modular Jetpack Compose, with 100% uptime throughout

93%

faster incremental builds after modularization, for the whole team

99.7%

crash-free users, held by AI-driven release-health pipelines

32 yrs

combined engineering leadership across mobile and web, between our two principals

Every technique we sell is one we've run in production. The numbers above come from migration and platform work we led on a live app serving over a million users, with AI agents carrying the volume while features kept shipping. Our own apps, Kioku first among them, are built AI-native from the first commit.

The discipline of a studio, the curiosity of a lab.

001

Own the whole stack

Research, design, engineering and support live under one roof. No handoffs, no telephone game.

002

Built for the person using it

Our bar is simple: if the person in front of the screen can't figure it out alone, it isn't finished. Client work is held to the same bar.

003

Depth over breadth

Different categories, but never more than we can give real attention to. Breadth is earned, not assumed.

004

We test on ourselves first

Our own apps are the proving ground. Every technique we sell was run on our own production software before it ever reached a client, never the other way around.

Four phases. Each one has to earn the next.

01

Audit

One week, $5,000 flat. We map your stack or your operation, flag what's actually at risk, and lay out the cheapest safe path: phased migration, greenfield rebuild, or an AI roadmap. You keep the plan even if we stop here.

02

Scope

A fixed-price work package with a definition of done, agreed before any code moves. No hourly meters, no creeping statements of work.

03

Run the parallel track

We drive the work while your team keeps shipping: migrations land screen by screen behind rollback paths, rebuilds run beside the live app, and production stays live throughout.

04

Hand over

You keep migrated code, clear module boundaries, a team trained to run the AI workflows, and scheduled agents watching release health on their own. Done means you don't need us anymore. Teams that want a hand anyway can keep us on an AI-driven maintenance and support retainer.

Where our techniques are tested first
In development

Kioku

Your receipts owe you money. Scan one and Kioku remembers the return window, the warranty and the price you paid, then tells you before every deadline worth money closes. No bank login.

Category
Receipts & personal finance
Stage
Launching soon
Platform
iPhone
Visit Kioku ↗
Kioku scanning a grocery receipt with auto-capture Kioku home screen showing monthly spending and recent purchases Ask Kioku answering a question about a past purchase

Tell us what's slowing you down.

Every message is read by a senior member of the team, not a funnel. Expect a reply within two business days.

Registered office
TriHolm Labs Inc.
Ontario, Canada