Empire Solar × C:D

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AI Operations Roadmap — Phase 1 Brief

Plug the leak before you build the roadmap.

A sequencing plan for the Empire Solar Solutions × Common:Denominator AI Operations & Strategy engagement — starting with the gap most likely to be costing more per month than the engagement itself.

Prepared for Empire Solar Solutions Prepared by Piotr Gliwinski & Chris Drazek, Common:Denominator Date July 15, 2026 Ref SOW — AI Operations & Strategy

Why this gap comes first

Eight departments are in scope. They don't leak dollars at the same rate.

The SOW commits two consultants to eight departments — strategy, marketing, sales ops, workflow automation, customer experience, field operations, service, and talent acquisition — for $15,000 a month. All eight matter. But in a solar contractor, value isn't lost evenly across them: it's created the moment a contract is signed, and it bleeds out a little every day the job sits between signature and commissioned system.

Permitting drifts. Financing windows expire. Homeowners get impatient. Crews get double-booked or show up to a site that isn't ready. None of that is a strategy problem — it's a plumbing problem, and it sits directly on scheduling, follow-up, and field communication. That's why this brief treats those three as Phase 1, ahead of the broader eight-department roadmap: it's the fastest place for this engagement to start paying for itself.

Sizing the leak

Illustrative worksheet — inputs to be replaced with Empire Solar's actuals in Week 1 discovery.

The figures below show the shape of the model using Empire Solar's own numbers where we have them, with the remaining inputs marked as placeholders. Week 1 discovery fills in the rest and produces the full per-department ROI case referenced in the SOW.

VariableValueNote
Installs completed per month 15 Placeholder — confirm against 2026 install log
Avg. job value (revenue) $50,000 As shared by Empire Solar
Assumed gross margin 25% Placeholder — solar-industry benchmark; confirm against job costing
Avg. gross profit per install $12,500 $50,000 × 25%
Gross profit moving through the pipeline / month $187,500 15 × $12,500
Installs/month lost or slipped a billing cycle to scheduling friction, slow follow-up, or a field miscommunication that sours the customer 3 Placeholder — 20% of volume; confirm against cancellations & reschedules
Estimated monthly value at risk –$37,500 vs. $15,000/mo engagement cost
$37.5K
est. monthly value at risk in this worksheet
$15K
monthly cost of the full engagement
~1
install/month recovered to break even on the entire engagement

Widely cited lead-response research (InsideSales.com's Lead Response Management study) found that odds of qualifying a new lead drop sharply once first contact passes the five-to-ten-minute mark — the exact window Phase 1's follow-up automation targets.

This sizes the opportunity, not a formal forecast — the Day-14 roadmap and Day-30 ROI review below replace any remaining placeholders with Empire Solar's actuals.

Phase 1 — Days 0–14

Scheduling, follow-up, and field communication. Ship inside the SOW's existing 14-business-day quick-wins window.

Scheduling

  • AI-assisted install & crew scheduling that checks permitting/inspection status before a slot is confirmed, cutting double-booked and premature bookings
  • Automated confirmations and reminders with two-way reschedule links, replacing manual call-to-confirm
  • Weather- and permit-aware contingency rules that auto-offer the next open slot instead of leaving a stalled job silent on the calendar
Track No-show/reschedule rate · days from "ready to install" to "installed" · scheduler admin hours/week

Follow-up

  • Speed-to-lead automation: new leads routed and first-touched within minutes using AI-assisted response drafting
  • Automated nurture cadences for every stage a deal can stall — signed/pre-permit, permitted/pre-install, installed/pre-PTO — so no contract goes quiet
  • Automated review and referral requests triggered the moment the system is energized, when satisfaction peaks
Track Time-to-first-touch · stalled-deal rate by stage · review/referral capture rate

Field communication

  • Mobile job-status tool for crews (arrived / in progress / complete / blocked) that pushes updates to office and customer automatically
  • On-site photo and checklist capture, removing callback trips for missing paperwork
  • Automatic customer-facing status texts — crew en route, install complete, next step is inspection — replacing ad hoc calls
  • An AI agent watches every open job in real time and escalates to the office the instant one goes idle or blocked, instead of surfacing at the next status meeting
Track Office-to-field response time · rework/callback rate · customer communication complaints

What follows

The remaining seven SOW areas, sequenced after the pipeline leak is under control.

Weeks 3–6
Sales operations & CRM
Lead scoring and routing, forecasting automation, reduced rep admin time — built directly on the follow-up plumbing shipped in Phase 1.
Weeks 5–8, in parallel
Marketing automation
Content, SEO, and ad AI tooling, campaign dashboards, targeting and segmentation — now pointed at a CRM pipeline that's actually clean.
Month 2–3
Customer experience & service/maintenance
Support chatbots, ticket triage, predictive-maintenance flagging — an extension of the field-comms plumbing into the post-install lifecycle.
Month 2–3, in parallel
Talent acquisition
Recruiting/sourcing AI, resume screening, onboarding automation — lower urgency than pipeline leakage, but compounding as install capacity grows.
Ongoing, all phases
Company-wide AI strategy
The standing roadmap, tool evaluation, and ROI-reporting layer that runs under every phase above — reviewed in the weekly scrum and reported to the Co-Owners.

Cadence

Mapped to the milestones already in the SOW.

  • KickoffPartnership kickoff & department discovery — real numbers replace every placeholder in the Section 2 worksheet.
  • Day 14AI roadmap and three quick wins delivered — this brief is the working draft of that deliverable, scoped to Phase 1.
  • Day 30First ROI review — Phase 1 measured against the leakage model above using Empire Solar's actual install and follow-up data.
  • OngoingWeekly scrum reporting to the Co-Owners; monthly cadence with 30-day flexibility either direction.

This is where the money is moving right now — so it's where we start.

Phase 1 is scoped to ship inside the SOW's existing 14-day quick-wins window at no incremental cost — it's a sequencing decision, not a change order. Phases 2–5 proceed on the schedule above once Day-30 numbers confirm where Phase 1 actually recovered value.

Common:Denominator — Piotr Gliwinski, Strategy & Operations Advisor · Chris Drazek, AI Implementation & Operations