Where
- Forms and data entry
- Search and reports
- Dashboards
- Approvals
- Documents
- Support and inbox
Services
Traditional software, re-engineered for AI
We don't add a chatbot. We remove the busywork. Same craft you expect from a great software studio, but instead of bolting AI on, we retrofit intelligence into what you already run and measure it in hours saved.
The big picture
Keep your software. We make it think.
We fit intelligence into the tools you already run, so the busywork disappears and your people stay in control.
What AI does
- Understand
- Summarize
- Extract
- Generate
- Classify
- Decide with a human
- Act (agentic)
What we sell
- Copilots
- Workflow agents
- Doc to data
- Ask your app
- Report in a sentence
- Triage and validator
How it fits
- An API call
- Browser extension
- Embed or widget
- A sidebar
- No rebuild
Why us
- UX-first, not bot-bolted
- Retrofit, not rebuild
- Human + AI
- Your data stays yours
- Measured in hours saved
- A ladder, not a leap
Where AI helps
Every piece of software is really a few work surfaces
Find your own pain below, then open any one to feel the change. These are the places people lose hours in software they already run, and exactly where we drop intelligence in.
Your data stays yours. It never leaves your environment without your permission.
Where we start
Highest impact, lowest cost, first
No black box. Here is exactly how we would approach your software. We begin in the top-left: quick wins that prove value in weeks, not quarters. Then we climb. That is the opposite of how the big shops sell, and exactly right for de-risking AI.
Impact: high
Do first
Low cost, high impact
- Smart Fill
- Doc to data
- Ask your app
- Summarize and draft
- Report in a sentence
Strategic
High cost, high impact
- Workflow and agentic automation
- Decision support
- Full Human + AI redesign
Nice to have
Low cost, low impact
- A cosmetic chatbot
- Novelty generators
Avoid for now
High cost, low impact
- Bespoke model training
- Heavy infra before proof
Cost: low Cost: high
Why UX is the hard part
Why minimalist AI products take real UX engineering
Adding a model is easy. Making it genuinely useful is a design problem. Here is the logic we build around.
01
AI multiplies capability
A model can now do almost anything: draft, analyze, decide, generate. The surface of "what is possible" explodes overnight.
02
Capability creates ambiguity
Infinite options means users no longer know what to ask, what is safe, or whether to trust the output. Power becomes confusion.
03
UX collapses it into intent
Careful UX/UI engineering hides the machinery and turns raw capability into one clear, confident next step the user actually wants.
AI capability × great UX = productivity.
AI capability without UX is just an impressive demo. The same capability, engineered into a calm interface, is a tool people use every day.
Constrain
Offer the few actions that matter, not every action that is possible.
Contextualize
Ground the AI in the user’s data and the task in front of them.
Show the why
Make reasoning and sources visible so output is trusted, not guessed at.
Keep control
Always allow review, edit, and undo. The human stays in charge.
We embed copilots into the tools your team already uses, so repetitive screen work gets done in a sentence instead of an afternoon.
- In-app copilots for web and desktop
- One-line actions that fill forms and records
- Grounded in your data, with sources
- Approvals and undo built in
Drag the slider to feel the difference
Copilot
"Raise a PO for 50 Dell laptops, standard terms, need by Friday."
Copilot drafted · review and confirm
- Vendor
- Dell · Net 30
- Qty / Item
- 50 × Latitude 5550
- Total
- $62,500 incl. HST
- Approver
- Auto-routed to Finance
Confirm 10 fields filled in 1 line
Manual ERP
Create Purchase Order Step 2 of 5
HeaderDetailsLinesTaxApprovals
ItemQtyUnitAmount Latitude 555050$1,250$62,500
Save draft Submit
We build agents that carry a process from trigger to done, looping in a human only at the moments that genuinely need judgment.
- Trigger-to-done process automation
- Human-in-the-loop at key decisions
- Connected to your systems and APIs
- Full audit trail and guardrails
Drag the slider to feel the difference
Agent
Procurement workflow Done · 4 min
- Validated request and budget Agent
- Pulled PO + vendor from ERP Agent
- Approved spend under policy You · 1 tap
- Notified Legal and Finance Agent
- Closed and logged Agent
1 human decision · full audit trail kept
Manual hand-offs
Procurement workflow Stalled · 4 days
- Request submitted Mon 09:14
- Waiting on Finance review 2 days
- Email sent to Legal no reply
- Pending manager approval queued
- Blocked: missing PO number action needed
6 tools · 9 emails · 3 people chasing status
We turn scattered documents and tribal knowledge into an assistant that answers in seconds, with citations your team can trust.
- Retrieval over your docs and data (RAG)
- Cited, verifiable answers
- Extraction from PDFs, contracts, invoices
- Permission-aware and private
Drag the slider to feel the difference
Ask anything
"What's our refund SLA for enterprise?"
Enterprise refunds are processed within 14 business days of an approved request, per the current MSA.
MSA_Enterprise_2025 · §7.3 Support_SLA_matrix
Answered in 2 seconds · sources you can verify
File hunt
refund SLA enterprise 142 results
- Refund_Policy_v3_FINAL.pdf which one?
- Refund_Policy_v3_FINAL_2.pdf v1
- MSA_Enterprise_2025.docx v2
- Support_SLA_matrix.xlsx v3
- Onboarding_notes.md v4
- Legal_addendum_signed.pdf v5
Open 7 files · Ctrl+F "refund" · copy clause · paste into email
~25 minutes, and you still aren't sure it's current.
We replace dense menus and filters with interfaces that understand intent, generating the view, document, or result on demand.
- Natural-language search and commands
- Generative dashboards and reports
- Adaptive interfaces per user
- Voice, vision, and multimodal input
Drag the slider to feel the difference
Just ask
"Q3 revenue by region vs target"
Revenue vs target · Q3
Weston target
Eastbelow
Centralabove
Northbelow
Generated from one sentence, editable on the fly.
Report builder
Build report
Reset Run report
The craft that makes AI usable: discovery, UX, and design systems that turn raw model power into a calm, trustworthy product.
- AI product discovery and roadmapping
- UX for trust, control, and transparency
- Design systems and rapid prototyping
- Evals, metrics, and iteration loops
Drag the slider to feel the difference
Engineered
Summarize this contract
One clear action. Sensible defaults. The complexity is engineered away.
SummarizeSame model power. Zero cognitive load.
Raw AI tool
Model playground
Temperature 0.7
System prompt
You are a helpful assistant. Do not... Always... Never... Output only valid...
StreamingJSON modeFunction callingSafe modeVerbose logsBeta tools
Powerful, but who knows what to press?
Our research arm explores quantum and quantum-inspired approaches, keeping the products we ship today on a path to the frontier.
- Quantum-inspired optimization
- Algorithm prototyping and feasibility
- Research partnerships
- Horizon-scanning for clients
In active research, not yet open to start
Drag the slider to feel the difference
Quantum-inspired
All paths explored in parallel
Quantum and quantum-inspired methods evaluate the space at once, surfacing the best route in seconds.
Optimal route found
Brute force
Route optimization
Checking every combination, one at a time
Checked 12,418 / 4,194,304 · ETA ~3h
Cost grows exponentially with every new variable.
The journey
A ladder, not a leap
We start small, prove it, and climb. A quick win in week one can become a multi-year transformation, on your terms.
- 0
Boring software
Click, click, click. People serve the software.
- 1
Assist
Start hereAutofill, summarize, ask. Quick wins, low risk.
- 2
Augment
Generative reports, triage, and an in-app copilot.
- 3
Automate with a human in the loop
Agents run the multi-step work, a human approves.
- 4
Human + AI product
The interface is redesigned around intent. The work disappears.
FAQ
How we engage
Do you rebuild from scratch or modernize what we have? +
Both, but we prefer the least disruptive path. We assess your existing web, desktop, or mobile software and modernize in place wherever possible, adding AI capabilities without a risky full rewrite.
Which AI models and tools do you use? +
We are model-agnostic and use the best frontier models for the job, including the latest Claude models, wrapped in robust RAG, tool-use, evals and guardrails.
How do you keep humans in control? +
Every workflow is designed on a spectrum from suggest to act-with-approval to autonomous, with explainability, reversibility and escalation built in.
Where does our data go? Is it safe? +
Your data stays yours. It never leaves your environment without your permission. We build against your own systems and data, with grounding, guardrails, and clear access controls, so you get the intelligence without giving the data away.
Ready to make your software think?
A free, no-obligation consult. We map one low-cost, high-impact win for your software, and your data stays yours.
Free, no obligation Your data stays yours Reply within 1 business day