Enterprises have spent a decade on this problem. Camunda and others call it agentic orchestration: agents, humans, and systems in one governed end-to-end flow. The mid-market version is less branded and more painful. You already bought the tools. The quote still sits in inboxes. The exception still needs a human. Nobody owns the whole process.
That is the coordination gap. And it is why DIY AI feels productive while revenue stays flat.
The coordination gap
Most operators we sit with have already done the reasonable things. They launched a ChatGPT workspace. They added a bot to intake. They wired Zapier between CRM and billing. Each move added capability. Each move also added another handoff nobody fully owns.
The bottleneck is not intelligence. Models are cheap and getting cheaper. The bottleneck is the same one large enterprises hit after they piled RPA, iPaaS, and agent pilots on top of SAP and Salesforce: the process still depends on memory, Slack, and whoever happens to be at their desk.
This is the UnSaaSing point in operational language. Rented tools can execute steps. They rarely own the sequence. When the sequence is rented, the upside is rented too. When the sequence is owned, AI becomes leverage instead of another subscription.
Sits above what you already have
Serious orchestration does not start by ripping out QuickBooks, HubSpot, or the industry CRM the team actually uses. It sits above those systems and coordinates them. Your CRM keeps running. Your ERP keeps running. The layer that matters is the one that decides what happens next when a lead arrives, a job finishes, or an exception fires.
That is the opposite of the DIY trap. DIY adds another agent for another task. Orchestration asks: what is the end-to-end path from demand to cash, and which steps should be deterministic, which need judgment, and which still need a human?
Rules, straight through
High-volume, low-variance work. Quotes that follow a price book. Invoices that post the same way every time. Known steps, predictable outcome.
Rules plus judgment
Most real mid-market processes live here. Routing, eligibility, follow-up, exception handling. Agents propose. The process decides when a human must enter.
Agents and humans coordinated
Judgment-heavy work: complex deals, claims-like exceptions, custom jobs. The process learns what to do next. It does not dump the mess in a shared inbox.
Open enough to survive the next model
Enterprises obsess over BPMN portability and vendor lock-in. Mid-market owners should obsess over a simpler version of the same risk: if your “AI strategy” is one vendor’s agent, one vendor’s data, and one vendor’s workflow, you do not have a process. You have a lease.
Tool pile (common)
- Each bot lives inside one SaaS
- Logic trapped in Zapier zaps nobody documented
- Exceptions handled in Slack folklore
- Swap the LLM and half the stack breaks
Owned orchestration (UnSaaSed)
- Process logic sits above CRM, ERP, and agents
- The sequence is readable by operators, not only IT
- Humans enter at defined gates, with an audit trail
- Models and vendors can change. The process stays yours.
Orchestration is not an IT hobby
If you are the CEO, the question is not whether you approved AI. You already did. The question is whether anything completes without you in the loop. Pilots that never become processes do not show up in EBITDA. They show up as tool spend.
If you are ops or a PE operating partner, the useful scorecard is Owned / Patched / Leaky across the revenue path, not the number of agents launched. A leaky process with three agents is still leaky. A patched process with one good orchestration layer is an asset a buyer can underwrite.
We wrote the dividing line in UnSaaSed: AI is leverage on businesses that own their rails, and a solvent on businesses that only rented the work. Orchestration is how that line shows up in daily operations. Same thesis. Closer to the floor.
Proof before a retainer
Most operators will not hire a six-month AI program on a maybe. That is rational. The first paid step should be a diagnostic that maps the actual process, names the leaks, and ranks revenue moves. Then you decide whether to DIY the 90-day list or have us execute.
That is the $1,000 UnSaaSing audit: stack map, revenue leak list, top ROI moves, 90-day plan, readout. Fixed fee. No retainer to start. You keep the work product either way.