INTO Consulting — Production AI, built around the work

Every vendor claims AI now.

The demos impress. The proof never reaches the operation. From the outside, a deck-seller and a builder look identical.

So this page doesn't pitch. It runs.

Standing still is a decision with a cost.

The proof

One business. One day. In production.

Five systems run a fictional company's day, on data you can change. Watch the hours land — or take the controls.

Fictional data. Conversations aren't stored.

07:00
Anticipate
The 7 a.m. brief
Anticipate: Generate this morning's brief.
money at risk > customer promise > staffing > efficiency
Laval returns hit $6,200 yesterday — 3× the $2,050 trailing average.
sales.laval-returns
PEX ½in is out at Montréal — $3,800 of committed orders can't ship.
stock.pex-out
Plomberie Delisle escalated a $22,000 order running two days late.
escalation.delisle
Three shipments worth $9,400 slipped past their promise window.
orders.late-shipments
One counter clerk called in sick at Laval; the desk is covered.
staffing.laval-sick
Nothing else needs your attention.
Ranked by the rubric on the left. Every line cited. Silence earned, not assumed.
Anticipate: 8 sick calls in Calgary
money at risk > customer promise > staffing > efficiency
Laval returns hit $6,200 yesterday — 3× the $2,050 trailing average.
sales.laval-returns
PEX ½in is out at Montréal — $3,800 of committed orders can't ship.
stock.pex-out
Plomberie Delisle escalated a $22,000 order running two days late.
escalation.delisle
Three shipments worth $9,400 slipped past their promise window.
orders.late-shipments
new since 7:00Calgary: 8 sick calls overnight — the counter can't open on time.
staffing.calgary
Applied: 8 sick calls in Calgary. The brief re-ranked.
Nord & Fils — plumbing-supplies distributor, 3 branches
1. Read
2. Reason
3. Route
4. Measure
Open the full demo →
09:15
Act
The invoice that filed itself
Act: Clean invoice — matches PO
Extracted fields with per-field confidence
Vendor Laurentide Tubes Inc. 98%
Invoice # LT-88231 99%
PO PO-1042 97%
Quantity 40 96%
Unit price $15.00 95%
Total $600.00 99%
PASSPO required over $500 — $600.00 invoice · PO-1042 on file
PASSPrice variance ±3% — $15.00 vs $15.00 on PO-1042 (0.0%)
PASSNet-30 approved vendors only — Laurentide Tubes Inc. — approved, net-30
Filed
Extracted, validated, filed. No human needed — by design, for this one.
Act: Mismatch — price over variance
Extracted fields with per-field confidence
Vendor Fournitures Boréal 98%
Invoice # FB-2201 99%
PO PO-1044 97%
Quantity 60 96%
Unit price $14.85 95%
Total $891.00 99%
PASSPO required over $500 — $891.00 invoice · PO-1044 on file
HOLDPrice variance ±3% — $14.85 vs $13.75 on PO-1044 (+8.0%)
PASSNet-30 approved vendors only — Fournitures Boréal — approved, net-30
Draft for approval
Over the variance rule, so a human approves. The rule decided, not the mood.
Nord & Fils — accounts payable
1. Read
2. Reason
3. Route
4. Measure
Open the full demo →
11:00
Synthesize
The Monday question
Synthesize: Are we on track for August 15?
The permit is the critical path: blocked: permit pending (filed Jul 8) · permit review 5-7 business days from Jul 15 · needs the panel decision by Jul 21 · scheduled (Groupe Comptoir, Aug 2). Tight, but August 15 holds if the permit lands this week.
board.plumbingmessages.citymessages.electricianboard.counters
One question. Four sources. Cited.
Synthesize: Can I afford the quartz upgrade?
$7,500 contingency − $4,200 quartz = $3,300 — but electrical is already $2,400 over. Doable, thin. Flagging both.
budget.contingencybudget.countersbudget.electrical
Math shown, risk named.
Café Saint-Denis — renovation, opening Aug 15
1. Read
2. Reason
3. Route
4. Measure
Open the full demo →
15:40
Answer
The guest who asks everything
Answer: What's the wifi password?
Wifi: LOFT402 / bienvenue2026.
manual.wifi
Answered from the manual. Nothing invented.
Answer: The bathroom sink is leaking.
This needs a person. I've alerted the operator — unit, your message, and the building super's on-call status attached.
manual.super
HANDOFF · operator
damage or safety report
unit 402
your message
building super on-call status
Damage, safety, money: a human owns it. Every time.
Le 402 — Loft du Mile End, Montréal
1. Read
2. Reason
3. Route
4. Measure
Open the full demo →
Ask the guest agent
23:47
Speak
The 11:47 PM call
Speak: Play the call
11:47 PM
systemIncoming call — guest at the keypad.
avaLe 402, this is Ava. How can I help?
guestHi — I just got in, it's late, and the door won't open.
11:47 PM
guestDésolé — mon français est plus simple là. Le code ne rentre pas.
avaAucun souci, je continue en français. On regarde ça ensemble.
11:48 PM
avaI've re-sent your entry code to your phone — the same one from check-in. You're booked through checkout at 11:00, so settle in — no rush in the morning.
guestGot it — the code worked. Thank you.
She matched the guest's language, mid-call. Loi 96, handled.
Le 402 — after-hours line
1. Read
2. Reason
3. Route
4. Measure
Open the full demo →

Extracted fields with per-field confidence
Vendor	Laurentide Tubes Inc.	98%
Invoice #	LT-88231	99%
PO	PO-1042	97%
Quantity	40	96%
Unit price	$15.00	95%
Total	$600.00	99%

Extracted fields with per-field confidence
Vendor	Fournitures Boréal	98%
Invoice #	FB-2201	99%
PO	PO-1044	97%
Quantity	60	96%
Unit price	$14.85	95%
Total	$891.00	99%

The model is the easy part.

Production lives in the system around it: permissions, source data, integrations, rules, monitoring, and a clear line between what AI may do and what a person must decide.

See it work →

Every system ships with

Sources you control
Rules you can inspect
A human hand-off
A trail you can audit

That was fictional. The next band isn't.

The bar is production.

Not slideware. Not a demo. Systems that run every day.

~75%

of guest responses handled autonomously, in our own operation

12 months

from first sprint to a production platform, with Operto

20,000+

candidate profiles matched in minutes

Fair questions

Ask us anything we can prove.

The same kind of system we sell, pointed at ourselves. Answers come from the sources beside it, cited. When a question needs judgment, you get a person.

Answers come only from the sources shown. Conversations aren't stored.

What it answers from

into.ready
Then the answer is no, and you'll know in two weeks for $20,000 instead of a year from now for much more. The go/no-go exists so you find out cheaply. We have told clients no.
into.ownership
You do. The IP, the data, the prompts, the systems. If we part ways, everything keeps running and everything stays with you.
into.delivery-cost
It's scoped in your SOW and billed by sprint. Discovery exists so that number is grounded in your operation, not a brochure.
into.speed
First production release in sprints, not quarters. A full platform takes longer; we co-built Operto's over twelve months of sprints.
into.law25
Every workflow we ship is designed human-in-the-loop: automated decisions are disclosed, reviewable, and reversible. We host in Canada when compliance demands it.
into.data
No. Your data stays yours, full stop.
into.french
Yes, natively. Customer-facing software used in Québec must work in French; everything we build is bilingual by default.
into.engagement
The Discovery Sprint is a fixed-fee, two-week engagement: $20,000, ending in a build-ready SOW and a go/no-go that you own. If AI isn't ready for your problem, we say so.
into.cora
Cross-Project Operational Recall & Awareness: one live record of every project, read from the tools your team already uses. Not a SaaS — installed inside your infrastructure, your data behind your own boundary. Already in production: it runs our operation.
into.book
Thirty minutes with a senior builder, not a salesperson. You leave with an honest read on where AI fits your operation, whether you hire us or not.

Fair questions. The answers should be clear before the call.

What if AI isn't ready for our use case?: Then the answer is no, and you'll know in two weeks for $20,000 instead of a year from now for much more. The go/no-go exists so you find out cheaply. We have told clients no.
Who owns what you build?: You do. The IP, the data, the prompts, the systems. If we part ways, everything keeps running and everything stays with you.
What does delivery cost after discovery?: It's scoped in your SOW and billed by sprint. Discovery exists so that number is grounded in your operation, not a brochure.
How fast is Phase 1?: First production release in sprints, not quarters. A full platform takes longer; we co-built Operto's over twelve months of sprints.
What about Quebec's Law 25?: Every workflow we ship is designed human-in-the-loop: automated decisions are disclosed, reviewable, and reversible. We host in Canada when compliance demands it.
Do you train models on our data?: No. Your data stays yours, full stop.
Do you work in French?: Yes, natively. Customer-facing software used in Québec must work in French; everything we build is bilingual by default.

Two ways in. One delivery engine.

Scope and readiness are different decisions. Either route can lead to production.Either scope can take either path.

What AI changes

AI in your operation

Quotes, invoices, customer service, scheduling, the back office. The work that eats your team's day.

AI in your product

You build software. We build the AI layer inside it, the way we did for Operto and Puxxle.

Where you start

Path A

Discovery

Two weeks inside your operation. $20,000, fixed.

Path B

Defined SOW

We pressure-test it and start faster.

The shared outcome

A build-ready SOW.

A go/no-go you own.

Phase 1

Production MVP

Built in two-week sprints.

Phase 2

The system keeps earning

Scope grows only when the numbers say so.

What $20,000 buys.

Two weeks to replace ambiguity with a build decision.

Week 1

Read the operation.

We sit inside your operation. We read the workflows, the tickets, the spreadsheets, and we find the work AI should own.

Week 2

Design the system.

We design the system, scope the build, and price it.

Your data stays yours. We don't train models on it.
Your systems run without us. Documentation is part of done.
Cancel anytime. We earn the next sprint or we don't.

Canada-hosted when compliance demands it.

Adoption tripled in two years.

AI use by Canadian businesses rose from 6.1% to 19.2% in two years. Canada has now set a 60% business-adoption target for 2034.

Statistics Canada, Q2 2026Government of Canada, AI for All

The next honest step takes two weeks.

Book a discovery call