CAPABILITY FACTORY · WHAT WE BUILD
The work usually starts with a thing that cropped up.
Not a strategy. Not a transformation. A specific situation in your business that the systems and spreadsheets can't carry anymore. Here are the seven we see most often, and what we build inside each.
When the business changed and the systems didn't
The pain today: You closed an acquisition six months ago and you're still running two ledgers, two CRMs, and two sets of monthly reports because integrating them looked like an eighteen-month project nobody had time to lead. Or your largest customer wants monthly invoicing instead of net-30, custom SLA reporting, and EDI integration — and the back-office wasn't built to treat one customer differently from the rest.
What the business can now do: Run consolidated reporting across the new and old shape of the company without merging systems that don't want to be merged. Stand up a new product, channel, or geography in the reporting structure in weeks. Treat the customer who needs different terms differently — without inventing a new manual process for every one.
What changes: The integration that looked like an eighteen-month project becomes a capability built on top of the systems you already have. The reports leadership reads on Monday match the business they ran on Friday.
When the workaround is finally breaking
The pain today: Something has been held together by a person, a spreadsheet, or an informal handoff for years. The forecast one person rebuilds by hand every month and that nobody else fully understands. The reconciliation spreadsheet that's grown to forty tabs and crashes weekly. The senior bookkeeper who's been the institutional memory for fifteen years and is retiring next year. Across mid-market, half of finance teams take six business days or more to close, with cash reconciliation alone eating 20 to 50 hours of the typical month.
What the business can now do: Replace the load-bearing spreadsheet with a capability that produces the same numbers, faster, with an audit trail and without the one person who knows how it really works. Compress the close from two weeks to four days. Move what was in someone's head into something the team can read.
What changes: The forecast doesn't depend on one person's Sunday night. The senior person who was the workaround can leave, retire, or be promoted — without the business losing what only they knew.
When you're spending more time gathering numbers than understanding them
The pain today: The CFO's week is data prep, not analysis. Monday is reconciling Friday's numbers. Tuesday is chasing the operations report that lives on someone's laptop. Wednesday is rebuilding the deck for Thursday's meeting because the source numbers moved. By Friday afternoon there's been one hour of actual thinking about the business and four days of assembling the inputs that thinking would have used. The senior operations leader is in the same shape — Friday's numbers landing Monday, the variance review pushed to Wednesday, the actual diagnosis of why margins moved happening, if at all, on the way home.
What the business can now do: Pull the operational and financial numbers as a current view rather than as a weekly assembly project. Spend the senior hours on the questions the numbers raise, not on producing the numbers. Move the variance review to the day the variance happened, not the week after.
What changes: The senior team's week stops being a data pipeline. The thinking starts on Monday instead of Friday, on current numbers instead of last week's.
When something outside the business is pushing in
The pain today: Something external created a deadline. A new state law takes effect in nine months and your customer data is scattered across fourteen places. The auditor wants two years of supplier traceability documentation that mostly lives in email threads. A buyer is doing diligence on backlog quality and the WIP methodology won't survive the questions — and value migrates from the closing wire into earnouts the seller may or may not earn. None of it is strategic. All of it has a clock on it.
What the business can now do: Pull the data the auditor or buyer is asking for from the systems it actually lives in, on demand, without a project. Defend the backlog and the WIP with traceability the diligence team can follow. Centralize customer or supplier data far enough to satisfy the regulation without rebuilding the underlying systems.
What changes: The compliance deadline becomes a capability the business runs, not a project that consumes the team. The diligence room stops eroding the deal.
When the AI is already in the building and you don't control it
The pain today: Your employees are already using AI. The sales team is writing proposals in ChatGPT with customer data they've pasted in. The CFO's assistant is asking an AI to interpret your financials and getting confidently wrong answers back. Industry surveys put the share of mid-market organizations using generative AI north of nine in ten — and the share where the AI is actually integrated into core operations closer to one in four. Most of the use is happening through personal accounts on data the business doesn't see and can't govern.
What the business can now do: Put the AI that's already in the business on a foundation you control. Give the AI assistants your team uses governed, role-based access to actual operational data, so the answers are grounded in the business instead of guessed at. Build the proposal, quoting, and customer-facing capabilities on the same foundation.
What changes: The AI stops being a shadow tool that creates risk and starts being labor that compresses real work. None of this requires "adopting AI" — that already happened. What changes is whether the business is governing it.
When customers, buyers, or boards are asking questions the business can't quickly answer
The pain today: A board member asks what happens to margin if the top three accounts went to half their current volume, and the answer is a two-week project. A potential buyer asks how revenue concentration has moved over the last eight quarters, and the team can produce the current quarter and the year-ago quarter — the eight in between are a reconstruction job. A large customer wants to see how their share of your business has trended, and producing the chart takes longer than the relationship review it was meant to support. None of the questions are unreasonable. All of them should have answers the business already holds.
What the business can now do: Answer customer concentration, margin trend, and scenario questions in the meeting they get asked in, not in the follow-up two weeks later. Run a "what if we lost the top three" or "what if this segment grew 30%" against current numbers in minutes. Hand a board or a buyer the eight-quarter trend without reconstructing it from monthly closes.
What changes: The business stops being slower than the questions arriving at it. Board meetings become conversations rather than request lists, and customer or buyer questions get answered while the asker is still in the room.
When leadership needs to see something it can't currently see
The pain today: The numbers leadership needs to make decisions are produced too slowly, by too many hands, with too little trust. The forecast takes three days to produce, two people to reconcile, and nobody fully believes when it lands. The monthly leadership meeting opens with two functions showing different numbers for the same thing, and finance ends up adjudicating instead of analyzing. The report you ask for on Monday lands Wednesday, and by Wednesday the question has moved.
What the business can now do: Produce a forecast leadership trusts, on a schedule that matches when decisions actually happen. Pull the operational and financial numbers on demand, current, in one place — without anyone assembling them. Read from one trusted version of the operational truth across functions.
What changes: Leadership meetings move from "what's going on?" to "what do we do?" Finance stops being the function that adjudicates between other functions' versions of reality.
These are the situations, not a menu. Every engagement begins with a scoping conversation where we name the specific situation in your business and the capability that addresses it. Most engagements start where one of the seven above starts. A few don't. Either is fine. The conversation tells us which.