SkillLens.
Launching on April 30th

AI guidance for HVAC techs
via smart glasses.

SkillLens is an AR companion app for Meta glasses that gives technicians instant AI guidance, hands-free, right in their field of view. It pulls a unit's full service history and uses that context to guide them through the repair in real time.

app.skilllens.live · operations
● LIVE

Operations · April 2026

Updated 3 min ago
Sessions
2,840
+14%
ROI saved
$42.5k
+18%
1st-time fix
87%
+6pp
Avg resolve
41m
−12%
Session volume · last 30 days AI auto Escalated
Field reality
"Your senior tech is irreplaceable."
The problem

110,000 technician
jobs unfilled. Your next hire doesn't exist.

"I spent 3 hours on a commercial unit last week because I'd never seen that model before. I had to call my supervisor twice and still needed a return visit. That's $800 in lost revenue for one job."

This happens thousands of times daily. With a shortage of 110,000 qualified technicians, callbacks and repeat truck-rolls are eating your margins.

110k
Qualified technician shortage
Workyard
$250k
Avg annual revenue lost per contractor
Workyard
37k
New tech openings projected yearly
BLS (2032)
$800
Lost revenue per repeat truck roll
Customer Interview
How SkillLens works

Three surfaces.
One closed loop.

The glasses capture POV video and ambient audio. Our AI pulls full service histories and answers in under 2 seconds, fully on-device when offline. A human expert backs the tech up when needed. Every session records in 3K with AI summary.

Step 01

Equip & Scan

Techs pair Meta Ray-Ban glasses to the SkillLens app. The moment a tech arrives, SkillLens pulls the unit's full service history—every past visit, what broke, and how it was fixed.

POV · AI Live● 1.8s
nameplate
MODEL 50TCQA12A2A6A0A0
SERIAL 0419G42711
TONS 12.5 · 3PH · 460V
MFG Carrier · 2019
Service history loaded · 4 prior visits · last PM 81 days ago
Step 02

Offline AI Diagnosis

“Why isn’t it cooling?” — the AI watches pressures, hears compressor sounds, and walks the tech through diagnosis step by step. Fully on-device when there’s no signal, running with sub-2-second latency.

Guided repair · Low-charge coolingSTEP 3 / 5
Check static & total pressure
0.82"WC · within spec
Inspect Schrader valve core
Pin depressed · soap test failed
Verify superheat 8–12°F
Reading 4°F — low
FLAG
Recover refrigerant
Next
Replace core & recharge
Pending
Step 03

Resolve & Record

If an issue is too complex, loop in a senior expert remotely. Every session is auto-recorded in 3K video with both AI and tech audio, summarizing into a single audit clip for review.

Ringing expert · 00:42
MJ
Marcus Johnson
L2 · ON-SITE
Sharing rear camera + thermal
AG
Dr. Alan Grant
EXPERT · CHILLERS
Auto-matched · ETA 0:18
Reason
Superheat anomaly
AI confidence
58%
Billable
$42 / 15m
Doc
Auto-filed
Everything in the kit

Built for the truck, the rooftop,
and the back office.

Meta Ray-Ban POV

First-person video and audio stream into our AI. The tech's hands stay on the tools — the glasses see and hear everything they do.

Multimodal AI reasoning

Continuous multimodal model watches pressures, listens to compressor cycles, reads gauges. Sub-2-second answers, every time.

Just ask out loud

“Why isn't this cooling?” — natural-language questions, no menus, no typing. The glasses pick up speech and ambient sound together.

Offline · sub-2s latency

Our flagship: full diagnosis runs fully on-device for rooftops, dead zones, basements. No wifi, no signal, no problem.

Expert in same POV

AI confidence below threshold? One word rings a senior expert into the same POV feed. Auto-matched by domain.

3K session recording

Every session: full POV video, AI↔tech conversation transcript, fault classification, parts used. Auto-summarized for audits.

Thermal-pair ready

Pair a FLIR ONE — anomalies overlay live in the glasses' field of view, called out by the model in real time.

Private knowledge

Your team's notes, custom repairs, and tribal knowledge stay inside your workspace. Never used to train external models.

Routing rules

Set who escalations go to, on what unit, in what time zone. Internal experts first, network experts as fallback.

What it looks like in the field

Four jobs.
Four wins.

01 · First-time fixJin Park · L1

L1 closes the job on the first visit.

Residential Lennox short-cycling. Jin (8mo on the job) just asks the glasses what's wrong; our AI walks him through capacitor, contactor, and low-charge checks — flags a weak run cap before he opens the panel.

11mresolve · no callback
02 · Offline in a basementPriya Shah · L2

No signal, no problem. On-device, sub-2s.

Daikin VRV in a steel-walled basement — zero bars. Priya asks the glasses what's throwing the comm-loss; on-device AI answers in under 2 seconds, walks through BMS-link reset, records the whole repair in 3K offline.

$2.1ksecond-crew avoided
03 · Expert in the same POVMarcus Johnson · L2

Borrow 8 minutes of a 20-year career.

Reversed-wired condenser fan stumps Marcus. AI confidence drops. One word rings Dr. Grant into the glasses POV feed — he sees exactly what Marcus sees, talks through the fix.

42mavg expert-led resolution
04 · Audit & trainingOps · Northeast Climate

Every session becomes training material.

The admin console auto-documents every visit — 3K POV video, full AI↔tech conversation, AI summary, fault classification, parts used. New hires watch real, in-org resolutions of the units they service.

2,840sessions archived this month
Two surfaces, one product

The phone is for the field.
The console is for the business.

For technicians · Meta Ray-Ban

Quiet when right.
Loud when wrong.

Wear the glasses. Ask out loud. Get an answer in under 2 seconds — even on a rooftop with no signal. The tech's hands never leave the tools.

  • Meta Ray-Ban POV · hands-free
  • AI Live · sub-2s answers
  • Fully on-device offline mode
  • Just-ask voice queries
  • 3K session recording + AI summary
Open the tech app →
For operators · Web console

Every truck, every session, in one window.

A read on your whole field operation — what you spent, what you saved, who needs coaching, where you have coverage gaps.

Sessions
2,840
+14%
ROI saved
$42.5k
+18%
1st-time fix
87%
+6pp
Avg resolve
41m
−12%
  • Live operations dashboard
  • Searchable session archive
  • Tech roster & skill gaps
  • Expert routing rules
  • Device fleet health
  • Knowledge coverage matrix
Open the admin console →
What it's worth

For a 20-crew shop, SkillLens pays itself back in under 3 weeks.

Pull the slider. The math is conservative — based on a 24-point drop in callback rate (87% first-time fix vs. 63% industry avg) at $486 per second dispatch.

CREWS20
2200
Jobs / month
1,640
82 per crew
Callbacks avoided
394
37% → 13%
Saved / month
$191,484
parts + labor + fuel
Saved / year
$2,297,808
before training gains
"
My 8-month techs are closing jobs my 12-year techs used to get stuck on. Callbacks are down 64% in one quarter. It's the cheapest senior tech I've ever hired.
YA
Yuva Arthala
Operations Lead · Northeast Climate Co.
Callback rate37%13%
First-time fix61%87%
Avg resolve78m41m
New-hire ramp18mo4mo
Frequently asked

Practical questions,
practical answers.

Still curious? Book a field demo, bring a tough fault — we'll resolve it live with one of your techs.

Yes — this is our flagship. SkillLens runs our AI fully on-device through Meta Ray-Ban glasses. Sub-2-second answers with no signal. Sessions record locally in 3K and sync when the tech reconnects.
Onboarding in under an hour

A senior expert
in every truck.
By next Monday.

30-minute field demo. Bring a tough fault from your backlog — we'll resolve it live with one of your own techs. If we don't, lunch is on us.

14-DAY PILOT · NO CARD · MSA & SOC 2 TYPE II ON REQUEST