Workforce-First AI Audit
A two-week diagnostic of where AI can give your team hours back. Kickoff workshop, five stakeholder interviews, then a 10-page roadmap your leadership can read in 30 minutes and act on Monday morning.
Most firms are stuck somewhere between a free ChatGPT account and a stalled pilot. Harpeth Labs maps where your people lose hours every week, builds the two or three workflows that give those hours back, and stays until adoption sticks. Fixed price. A plan, not a pitch.
A widely cited MIT study put the failure rate of enterprise GenAI pilots at 95 percent. The number is provocative. The pattern behind it is not. Walk into any business that shelved an AI initiative in the last eighteen months and you'll find the same five tells.
of GenAI pilots produce no measurable return
of AI projects are abandoned, usually because the business wasn't ready
wage premium for workers with real AI skills
Someone fell in love with a vendor demo, then went looking for a problem it could solve. Starting from a specific workflow feels slow, which is why most teams skip it.
Nobody measured how long the work used to take or what it cost to do once. You can't prove ROI against a number that was never recorded.
A 45-minute webinar and a recording in a shared drive. Three weeks later, half the team has forgotten the prompts that worked.
If the owner who approved the spend can't show you the last three things they did with it, nobody below them is using it either.
A vendor PM and an IT contact aren't owners. An owner is the person whose day gets easier or harder based on whether this thing works.
The fix is not another tool. It's going back to the workflow layer that got skipped on the way in. That's the work we do.
Owner-led Middle Tennessee companies of 20 to 150 people that sell, make, deliver, or care for a living, and whose office teams are drowning in quotes, proposals, follow-ups, and reports. Pick your world.
The I-24 and I-65 corridors are full of 20 to 150 person shops where the same three people quote every job, chase every order, and pull every report by hand. We start with the office side of the plant, quoting, order entry, customer updates, and production reporting, and leave the floor alone until you are ready. Every workflow stays reviewable by the person who owns it today.
Illustrative hours per office role, drawn from typical audit findings. Yours will be measured on your own quotes and orders, not guessed.
Also a strong fit: accounting firms, wealth-management offices, insurance agencies, and any owner-led company with heavy document and follow-up work. Under 12 people or over 300? Start with the readiness quiz and we'll point you the right way.
Every engagement starts with the audit. Many clients take the roadmap and run it themselves. The paths exist because clients keep asking, "what if we want you to keep going with us?"
A two-week diagnostic of where AI can give your team hours back. Kickoff workshop, five stakeholder interviews, then a 10-page roadmap your leadership can read in 30 minutes and act on Monday morning.
We pick up one to three priority workflows from the roadmap and build them with your team over four to twelve weeks. Reviewable, documented, and trained into the people who run them, so they keep working after we leave.
We join your leadership team as a part-time AI lead. Weekly meetings, unlimited email access, and a trusted outside voice as you roll out across departments, shifts, or locations. Six-month minimum, month to month after.
Most AI consulting starts with the question, "what can we automate?" That is the wrong question. It pushes you toward replacing people, and it pushes your team toward quiet resistance. The workforce-first question is different: where is your best employee stuck doing twenty-dollar-an-hour work? Start there, and AI becomes leverage for the team you already have. Your estimator takes back six hours a week. Your project managers write proposals three times faster. Your front desk stops drowning in reschedules. Headcount stays the same. Revenue per head goes up. That is the only kind of recommendation that makes it into a Harpeth Labs roadmap.
About 8 to 10 hours of your team's time in total, scheduled around your calendar. Delivered by the founder, not a junior consultant.
We meet your leadership team, align on goals, walk through the workforce-first framework, identify the five stakeholders we'll interview, and lock the schedule.
One with the owner or managing partner, one with the operating or finance lead, and three with frontline staff across functions. The goal is to hear where time is actually leaking, not where you think it is.
We synthesize, build the 10-page Workforce-First AI Roadmap, and walk your leadership through it live. The document is yours to keep, share, and act on.
Rough math, on purpose. The audit replaces these guesses with measured numbers from your own team.
Capacity you keep on the team, not headcount you cut. Against a $2,500 audit, that is the whole argument.
Measure it for realFifteen years selling and building go-to-market for infrastructure, developer tools, and AI companies. Now focused on one thing: helping Middle Tennessee firms put AI to work without the hype. The audit is delivered by John, not a contractor.
We build, train, and ship. Not 80-page slide decks that gather dust.
AI value lives in how people use it daily. We specialize in the human layer.
Franklin and Nashville roots. We meet in person, on your floor. Travel included within 60 miles.
Accessible to a 20-person shop. Rigorous enough for a 150-person company.
Calm in a hyped market.
The Workforce-First AI Readiness Assessment is a short self-assessment that scores where your firm sits, from "Getting Started" to "Building Momentum," and sends a two-page report with your next three moves. No call required.
Start from a workflow, not a tool. Pick the two or three tasks your team repeats most (quoting, proposals, follow-up, reporting), measure how long they take today, then apply AI with a human review step. The Workforce-First AI Audit does exactly this in two weeks for a fixed $2,500.
Thirty minutes about your team, the workflows stretching them thin, and whether the audit is the right next step. If it isn't, we'll say so.