What a Weekly Impact Report Actually Looks Like for an HVAC Shop

Most contractor software vendors send you a quarterly business review and call it visibility. A QBR is not visibility. It’s an after-action report on a quarter that’s already over.

We send our customers a weekly Impact Report. Not a dashboard you have to log into. Not a metrics email no one reads. A 1-page PDF + 5-minute Loom video from us, every Monday morning, that shows exactly what changed across your shops, what the AI ops co-pilot flagged, and what we recommend you (or your VP Ops) act on this week.

This article is what that actually looks like for a representative 3-shop, $18M HVAC contractor.

The 1-page PDF: 5 sections

Section 1: This week’s headline number

The single most important metric this week. For one customer it might be “after-hours callback time dropped 47%.” For another it might be “AR over 60 days reduced by $34K.” Whichever metric moved the most in either direction.

Bold. Single number. Up or down. Compared to a 4-week rolling baseline.

Section 2: Cross-shop summary

A small table showing each shop’s key metrics for the week: jobs completed, average ticket, crew utilization %, missed-call recovery rate, and gross margin.

Color-coded against the previous week (green = better, vermillion = worse, gray = no meaningful change). The contractor can see at a glance which shop needs attention.

Section 3: Top 3 things the agent flagged this week

Three specific patterns the AI ops co-pilot surfaced. Examples from real Impact Reports we’ve sent:

“Tuesday 7-9pm in the Bethlehem shop had 8 missed calls with no callback before next morning. Pattern repeats for the third week. Recommend tech on-call rotation for that window.”
“Maria responded to 89% of her assigned callbacks in under 30 min last week; Rick at 23%. Both same shop, same schedule. Compensation alignment opportunity.”
“Three repeat callers (Williams, Martinez, Chen properties) called 4+ times in last 14 days with no callback. Possible churn risk worth the owner’s personal outreach.”

Section 4: Anomalies

Anything statistically unusual the agent caught. Often these are the early warning signals you’d miss in a monthly QBR.

Examples: “Allentown shop’s tech callback rate dropped 18 points week-over-week — investigate scheduling change?” or “Avg ticket on heat pump installs up 12% over last 30 days — pricing test working?”

Section 5: Recommended actions this week

The most important section. Three to five concrete things the owner or VP Ops could do this week to act on the findings. Each recommendation tied to an estimated dollar impact.

We don’t just surface problems. We tell you what to do about them.

The 5-min Loom: founder narration

Every Monday, the founder records a 5-minute Loom walking through the report in plain language. Not a corporate VO. Not an auto-generated summary. A real human ops operator narrating what’s happening across your shops and what we’d do about it if we owned the business.

The Loom is the difference between “here’s a report” and “here’s what to do.” Most owner-CEOs we work with skim the PDF and watch the Loom over their first coffee.

Why we send it Monday morning, not Friday afternoon

Friday reports get read Monday anyway. Monday reports get acted on this week. We send before the owner’s Tuesday ops meeting so the meeting actually moves forward, not backward.

What the report is NOT

Not a dashboard you have to log into. Most contractor dashboards go unused 80% of the time. We push the intelligence to you.
Not 30 pages. The 1-page PDF + 5-min Loom is a deliberate constraint. If we can’t say it in 1 page, it’s noise, not signal.
Not generic. Every report is specific to your data, your shops, your patterns. Templates die when contractors notice the same framing across them.
Not optional. Every active customer gets one every Monday. If we don’t send it, that’s a problem worth flagging to your account team.

How this fits the broader product

The weekly Impact Report is one of three outputs of the AI ops co-pilot. The other two:

Real-time anomaly alerts to Slack or email when something breaks the pattern (a crew’s margin drops, a location’s AR over 60 spikes, a SKU starts losing money).
Monthly executive briefing — 15-page PDF + 30-min async Loom from the founder covering the trailing 30 days plus strategic recommendations for the next 30.

See building an AI ops dashboard for mid-market contractors for the full picture.