The one-paragraph version
The knowledge that runs Activo lives in your best people's heads. We put it in every tech's pocket — by voice, on site, grounded in your own playbook.
Activo runs 400-plus people across 20-plus locations — structured cabling, IP networking, AV, physical security, and carrier work delivered nationally by a W-2 core and a vetted contractor bench, all coordinated through AIMS. The quality of every job still depends on who showed up and how much they happen to know. This brief lays out where that costs you, what your JARVIS deployment delivers and how it's built, and the business case in your own numbers.
Lever 1 · Productivity
Answers in seconds, not phone calls
A tech asks; JARVIS answers from your manuals and as-builts — hands-free. Close-out documentation drafts itself. New people reach standard in weeks, not months.
Lever 2 · Cost reduction
Fewer repeat trucks, less rework
More first-time fixes and fewer escalations to your senior PMs. And when a 20-year expert retires, the judgment stays — captured, not gone.
Lever 3 · Revenue
One consistent workforce, compounding
The same expert on every truck — W-2 or contractor. Every field discovery becomes a fleet-wide standard the next day. The operation gets measurably better every week.
The shape of it
Augmented Human Intelligence, delivered as a service: one proven engine, wrapped around your brand, your knowledge, and your way of working. It rides on top of AIMS and the rest of your stack — it doesn't replace them — and it adds the one thing they were never built to be: your best expert's judgment, delivered everywhere at once. No competitor has assembled the whole loop. That's the part that compounds.
Where the margin hides
Top-quintile field-service firms aren't staffed by smarter people. They're staffed by ordinary people with their best experts' judgment in their ear.
Across 30 million benchmarked service events, the gap between the best operators and the rest is stark — and it's not about effort. Your people work hard. It's about access to the right knowledge at the moment of work, and on an IT-rollout model run partly by people you don't directly employ, that gap multiplies. Here's where it leaks:
- The tech rolls under-prepared. Of every 100 calls, 38 aren't resolved on the first visit — and the top cause isn't skill, it's preparation: missing site history, the wrong config, a credential nobody loaded, an as-built from 2014 the customer never uploaded. Each preparation failure runs $287–$410.
- Your veterans are retiring — and the manual never caught what they knew. 46% of North American techs are 50 or older; up to 40% of the field workforce could retire within three to four years. The judgment walks out the door, and younger applicants are down roughly 50% in two years.
- Every repeat truck roll is a job you paid for twice. A failed first visit triggers 2.7 trips on average. Top-quintile first-time-fix performers see 13% higher customer retention and 17% lower service cost than the bottom quintile.
- The customer-site moment swings the relationship. A second-year who freezes, hedges, or says "I'll have to ask my supervisor" is how a callback — or a lost account — gets born. Above 70% first-time-fix, retention runs 86%; below it, 76%.
- One in seven trucks shouldn't have rolled. 14% of dispatches are avoidable with better triage — 24% at low-performing operators. That's billable capacity and margin burned on trips a remote answer could have closed.
The implication
None of this shows up as a line item. It shows up as overtime, callbacks, slow ramp, and service quality that swings with whoever caught the call. AIMS and your accounting platform can measure the symptoms after the fact. Neither was built to touch the cause.
The platform
Most software points at the worker. Capaciti runs the inversion: the work is the variable, the worker is the asset.
Capaciti AHI is built on three capabilities that run as one closed loop. Each is useful alone. Together they are Augmented Human Intelligence delivered as a service — not software you install, but your own expertise, captured once and made to show up everywhere, getting measurably better every week it runs.
Capture
Harvest your manuals, specs, and as-builts — and the part competitors miss: the tribal knowledge in your senior PMs' heads and the better ways your techs invent in the field.
Learn
Deliver it back the instant a tech needs it — grounded in your own content, by voice or text, in the truck or the server room, in English or French.
See
Point a phone camera at a patch panel, a controller, or installed hardware and have the coworker read what it sees and confirm the work matches spec.
On the roadmapCapture feeds Learn. Learn surfaces the gaps and field discoveries that feed back into Capture. See closes the loop at the point of work. Capaciti calls it the Accretive Learning Machine — patent pending — and it compounds with every interaction.
Why the loop is the moat
Plenty of vendors will sell you a chatbot or a knowledge base. None of them captures expert judgment, delivers it grounded, and learns from the field as one connected system. That's the defensible part, and it's why this compounds instead of plateauing. The longer it runs inside Activo, the further ahead it gets — and the harder it is for anyone to catch.
The covenant
The platform serves the technician. It's built to make your people better at their craft, not to watch them — aggregate signal on where knowledge is thin, never a surveillance leaderboard. That principle is wired into the architecture, and it's what earns the trust a field force has to give before any of this works.
The solution
JARVIS is not a product off a shelf. It's one proven engine, wrapped around Activo's brand, knowledge, and way of working — and it already exists.
Every Activo answer comes from Activo's own playbook — never a generic model guessing. Here's how it's built, and what your deployment actually does.
How it is built
| Your knowledge, ingested | We load your manuals, specs, as-builts, and the tribal knowledge in your senior people's heads into a private, secured knowledge base. Activo's deployment already holds 425 indexed knowledge chunks from your source material. |
| Grounded, not guessing | Every answer is retrieved from your content and cited in a Sources Panel — so a tech, a supervisor, and even your customer can verify exactly where each fact came from. No invented guidance on a live job. |
| One engine, many roles | The same captured-knowledge engine powers a Field Coworker on the truck, a Desk Coworker at the dispatch line, and more — each with the role's job, all on one source of truth. |
| Rides on top of your stack | AIMS, your FSM platform, GPS, and your accounting system all become inputs the coworker reads. It adds the expert layer; it doesn't replace the plumbing. |
| Dedicated, hardened, yours | Your own secured tenant, isolated data, hardened through go/no-go gates. Your procedures never train a competitor's model. Patent pending. |
What it delivers in the field
Voice-first, hands-free
Up a ladder, behind a rack, gloves on — the tech just asks out loud and gets a spoken, sourced answer. The single biggest reason field tools get used or ignored.
Show-your-work Sources Panel
Every answer carries the exact passages it came from. A contractor can show the customer where the procedure came from; a supervisor can audit it after. Trust is earned, not assumed.
The Exchange — your compounding engine
A tech in Calgary finds a better way. They capture it in 30 seconds; a manager validates it through a human gate; tomorrow the tech in Halifax already has it. Best practice spreads at the speed of the network.
FieldClose — the paperwork tax, gone
The close-out wizard drafts the job packet, the as-built notes, and the test results due back to the customer — clean documentation into the record, minutes back on every job.
Bilingual, coast to coast
English, Canadian English, and Canadian French — in both voice and text. One platform from Markham to Montreal to Nunavut, no second build.
Private by design
Tier-3 anonymization and a no-surveillance architecture. It coaches the technician; it does not spy on them. That's what gets a field force — and a contractor bench — to say yes.
The business case
Three levers move in a field-service P&L. JARVIS pulls all three — and your accounting platform moves none of them.
Here's the mechanism on each — then put Activo's own numbers in and watch it move.
Productivity
Time back, ramp up
Seconds-not-minutes to an answer. FieldClose hands back the close-out time. New people reach standard in weeks because your senior PM is in their pocket from day one.
Cost reduction
Fix it once
Higher first-time-fix means fewer repeat trucks. Remote triage kills avoidable dispatches. And captured knowledge means you stop re-paying to relearn what a retiree already knew.
Revenue
Capacity, then compounding
Reclaimed hours convert to billable jobs on the same headcount. First-time fixes lift retention. And the Exchange makes the whole fleet better every week — throughput that grows on its own.
Put Activo's numbers in
Illustrative model for discussion, not a quote. Defaults sit at the conservative end of the benchmarks in this brief — Aquant, McKinsey, and Aberdeen — at Activo's national scale. Headline impact counts repeat-roll savings plus reclaimed capacity converted to revenue; the same reclaimed hours are not also counted as cost savings. Swap in Activo's actuals from a pilot baseline and we build the real model together.
In practice
This is not a concept deck. A working JARVIS for Activo already exists.
Here's a day on a national rollout with it — and every capability below is already built and running in your deployment, not promised for later.
6:50 a.m. — the site brief
Before the truck rolls, the Field Coworker briefs the tech in two minutes: the site history, the prior tickets at that location, the gear that actually shipped there, the customer quirks ("they lock the IDF at 5 p.m. — here's the after-hours contact"), and the test scripts due back by end of day.
10:20 a.m. — the contractor in Saskatoon
A vetted contractor hits something they haven't seen. Instead of guessing, they ask out loud and get the same answer your senior PM in Markham would give — sourced, in plain language, in under five seconds. Same standard, whoever's name is on the paystub.
11:05 a.m. — the discovery, captured
That tech finds a cleaner way to seat the install. They capture it in the Exchange in under a minute; a manager validates it through the human gate. By tomorrow it's a standard every tech in the country can pull up.
2:30 p.m. — the close-out, drafted
Work done. FieldClose drafts the packet, the as-built notes, and the test results — clean documentation flowing into the record the customer sees, instead of a tech writing it from scratch in a parking lot.
End of day — better than this morning
The supervisor sees throughput and open items without surveilling anyone. One real field discovery is now national. The operation is measurably smarter than it was at 7 a.m.
Already in your build
Field and Desk Coworkers, voice answers with the Sources Panel, the Exchange with manager validation, FieldClose, an Operations Day Board, Tier-3 privacy, bilingual voice and text, and a 425-chunk knowledge base on your own material. The foundation is standing. The next move is putting it in front of real techs on real jobs.
The point
This isn't a proposal to build something. It's a walkthrough of an asset that already exists, customized to how Activo actually works — a national rollout business run partly by people you don't directly employ.
For Jim Taylor and the Activo leadership team
The top operators don't have better people. They have the same people, working with their best experts' judgment in their ear. That gap is the whole opportunity.
Across 30 million benchmarked service events, the distance between bottom-quintile and top-quintile operators is enormous — and it's not a talent gap, it's a knowledge-access gap. This is what's on the table for Activo.
| Metric (30-day) | Bottom 20% | Top 20% |
|---|---|---|
| First-time-fix rate | 59–60% | 87–88% |
| Callback rate | 7–12% | under 3.5% |
| Wrench time (billable) | under 25% | 50–55%+ |
| Resolution time | 9.67 days | 2.44 days |
| Cost per resolution | 80% higher | lowest quartile |
Source: Aquant 2024–25 (30M+ service events). Lifting every technician toward top-quintile performance cuts total service cost an estimated 22–23%.
Five places the margin hides — and what closes each one
1Tech preparation
38 of every 100 calls fail on the first visit, mostly from missing information. JARVIS briefs the tech before the truck rolls — site history, configs, customer quirks — sourced and confirmed.
2The retiring expert
30% of fixes exist only in senior heads; up to 40% of the workforce retires within four years. Capture interviews turn that judgment into an asset the business owns, before it walks out the door.
3First-time-fix & callbacks
A failed first visit becomes 2.7 trips and 13 lost days. The coworker stays on the job, runs the post-work QA every time, and — with See — confirms the install matches spec.
4The customer-site moment
A junior who freezes turns a fix into a callback or a lost account. JARVIS gives the second-year the veteran's poise — arrival language, de-escalation, sourced answers in the company's voice.
5Avoidable dispatch
One truck roll in seven shouldn't have happened. A Desk Coworker triages the call before a truck is committed — every deflection is a saved roll and a freed billable hour.
The friction Activo owns uniquely: contractor quality variance
Your surge-able national contractor bench is the structural advantage of the model. It's also your single biggest quality risk — because every point of first-time-fix is multiplied across a workforce you don't fully control. The data is blunt: vetted contingent labor wrapped in a rigorous management system hits 96% first-time-fix and 98.2% SLA compliance, against industry averages of 77.5% and 81.1%. The variable isn't W-2 versus contractor. It's the rigor of the system around them.
Why your systems of record can't do this — and were never meant to
You already run on Software-as-a-Service — the systems that record the score. This is the next layer: Augmented Human Intelligence as a service, the part that changes it. You don't replace AIMS or your accounting platform; you add the one layer they were never built to be.
What this is worth to the business, not just the operation
- Capacity without hiring.Every hour JARVIS hands back is billable capacity you already pay for — the equivalent of adding technicians without adding headcount. Equalizing performance toward your best people cuts total service cost an estimated 22–23%.
- Gains that reach EBITDA.Scottish Water moved first-time-fix from 49% to 62% with a single rollout and banked a £4.9M annual benefit. Higher fix rates and fewer repeat trucks aren't soft — they drop toward the bottom line your accounting system will, accurately, report after the fact.
- An asset that appreciates.The captured-knowledge base and the Exchange are proprietary and compounding — the rare kind of capability that lifts enterprise value, not just this quarter's result. It's yours, it's defensible, and it gets stronger every week it runs.
How it lands — the Edge, not a big-bang rollout
You don't bolt something AI-native into the core of a 400-person operation and hope — 95% of enterprise AI pilots return nothing. The Edge method runs the new way beside the old way on one workflow, owner-sponsored, until it wins. Then it earns the right to scale. Three sharp places to start:
- Field Coworker on one account.One project type, one region, every tech on it — W-2 and contractor. Measure first-time-fix and clean sign-off against a matched account for 90 days.
- Desk Coworker at the dispatch line.Triage inbound calls before a truck commits. Target: avoidable dispatch under 5% in 180 days, against the 14% industry rate.
- Capture before the next retirement.Run the Capture process on the three to five people whose departure would hurt most. Their judgment becomes the company's asset, not their estate's.
The next move: prove it on Activo's own numbers
Your JARVIS is already built and running on Activo's material — this is not a proposal to build something. We scope one workflow, put it in a handful of techs' hands beside your existing operation, and measure the three levers against your current baseline: first-time-fix, close-out time, repeat rolls, ramp. You're our first field-service partner. We build this with you, on your jobs — not at you from a deck.
Book the working sessionThe strategic case — concentration, switching costs, and enterprise value
Two-thirds of Activo rides on one relationship. The answer isn't to diversify away from TELUS. It's to become the partner TELUS can't afford to replace.
Every buyer, banker, and board member who looks at Activo will apply the same discount: customer concentration. The usual prescription — chase other logos to dilute the number — takes years and trades focus for optics. There's a second lever, and it's faster: change what it would cost TELUS to leave. That lever is exactly what a JARVIS-platformed Activo builds, job by job, automatically.
The contractor trap — and the way out
In infrastructure services, the incumbent is replaceable because the working knowledge of the client's network lives in heads and spreadsheets. A rival underbids, the client assumes the switching cost is a few rough months, and the incumbent's decade of site knowledge evaporates on handover because it was never captured anywhere. That is the position every field contractor in the country is standing in today — including, right now, Activo.
What "recursive-learning partner" means in practice
Platformed on Capaciti AHI, every TELUS work order Activo touches feeds the loop: site histories, install patterns, regional quirks, the edge-case fixes your best techs and contractors discover in the field — captured, held to one standard, and delivered back as speed and quality on the next TELUS job. Two years in, Activo holds something nobody else has: the operational memory of TELUS's field network. Not TELUS — AIMS and the systems of record document what happened, not how to do it. Not a rival bidder — they start at zero. Activo, and only Activo.
To be plain about the ethics of it: this is not hostage-taking. A moat you earn by being measurably better every quarter is a renewal argument, not a threat. The pitch to TELUS is the honest one — the partner that learns fastest is the partner you keep — and the numbers back it up in every QBR.
What it does to Activo's enterprise value
Buyers of field-service platforms — the US and European strategics and sponsors rolling up the sector — price three things: revenue durability, margin trajectory, and differentiation they can't get elsewhere. Today, concentration hits the first. A defended, compounding client moat converts it: the same two-thirds stops reading as fragility and starts reading as an entrenched, high-visibility anchor relationship with rising switching costs.
- From labor arbitrage to tech-enabled operator.Markets pay a structural premium for service businesses with proprietary, productivity-bearing technology over pure staffing plays. A platformed Activo walks into diligence as the second kind.
- A diligence-visible asset.The captured knowledge base, the Exchange, and the before/after performance deltas are artifacts you can put in a data room — proof of moat, not a slide about one.
- A category story investors haven't heard."Canada's first recursive-learning field-service partner" is a position, not a feature list — and the model extends to every carrier, utility, and enterprise network Activo chooses to serve next.
- Margin trajectory with a mechanism.The productivity gains in tab 05 aren't a one-time lift; the flywheel makes them an escalating curve. Buyers underwrite mechanisms, not anecdotes.
The strategic sequence
Prove the pilot on the operational numbers (tabs 05–07). Then take the moat story to two audiences in this order: TELUS — as the reason to deepen and lengthen the relationship on performance — and then the investor market, with a defended anchor client and a compounding asset on the balance sheet that wasn't there the year before.
Talk through the moat case