ai integration · embedded in how your company operates
For growth-minded tech CEOs running $10M+ companies who want AI to actually move the needle. We don't just recommend AI — we build it, deploy it, and make it part of how your company runs every day.
Innovators who see AI as an operating advantage, not a science project — and want a partner who ships.
Established companies with real workflows, real data, and real operational leverage to unlock.
Leaders focused on operating efficiency and margin — not headlines. They want ROI they can point to.
Every engagement follows the same arc: prove the opportunity, ship one working solution, scale what works, then embed AI permanently into daily operations. Each phase de-risks the next — you never pay to scale something that hasn't already earned it.
We map your operations end to end and identify your highest-ROI AI use cases — ranked by impact, effort, and time-to-value. You leave with a prioritized roadmap and a clear-eyed business case, whether or not you build with us.
We build and launch one working AI solution against the top use case from the audit — in production, used by real people, measured against real outcomes. Proof before scale.
We scale the proven solution across teams, departments, and workflows — with the integrations, guardrails, and change management required to make it stick company-wide.
We embed AI into your daily operations as a standing capability — continuously finding the next use case, shipping improvements, and keeping your systems current as the technology moves. AI becomes part of how the company runs, not a one-time project.
These are the use cases that consistently show measurable positive ROI for established companies in the $10M–$100M range — ranked roughly by how frequently they deliver returns and how quickly they pay back. Your audit maps these against your specific operations.
Based on current data — McKinsey, “The State of AI in 2025” (Nov 2025), mid-market studies, and 2025–2026 ROI reports.
| Rank | Use Case | Typical ROI / Payback | Why it works for $10M+ companies | How hard to implement |
|---|---|---|---|---|
| 1 | Customer Support / Ticket Deflection | 148–200% ROI, 3–5 month payback | High volume of repetitive questions. AI handles 30–60% of tickets. | Medium |
| 2 | Intelligent Document Processing | 300–400% ROI, 3–6 month payback | Contracts, invoices, forms, RFPs, support emails. Saves large amounts of manual work. | Medium |
| 3 | Software Engineering Productivity | Strong cost reduction + faster shipping | Code generation, test writing, PR reviews, debugging. McKinsey consistently shows this as one of the highest-impact areas. | Low–Medium (for tech companies) |
| 4 | Internal Knowledge Assistants (RAG) | High productivity gains, fast payback | Employees stop hunting for information in Slack, Notion, Confluence, Google Drive, etc. | Low–Medium |
| 5 | Sales Lead Scoring & Qualification | Conversion lift + sales time savings | Prioritizes the right leads and surfaces next-best actions. | Medium |
| 6 | Marketing Content & Personalization | Revenue lift in marketing/sales | Personalized emails, landing pages, product recommendations, content generation. | Medium |
| 7 | Back-office Process Automation | Clear cost reduction | Intake forms, approval workflows, data entry, reporting. | Medium |
| 8 | Demand Forecasting / Predictive Analytics | 140–250% ROI in good cases | Inventory, hiring, capacity, cash flow. | Higher |
You start with a $50K audit — not a seven-figure bet. The pilot proves the economics in production before you scale. By the time you reach a standing operating system, AI isn't a line item you justify — it's compounding efficiency you can measure in your P&L.
No shelfware. No consultant deck that never gets built. Just working AI, deployed, deepening quarter over quarter.
Book your AI Opportunity Audit →