How Driven OS works with
Custom AI builds for companies with a specific operational problem worth solving end to end. Here is how engagements work and what to expect.
Patterns we have shipped
Lead reactivation and pipeline recovery
Sales operations losing pipeline to inquiries that go cold. AI outreach that finds high value dormant leads, runs personalized sequences, and routes warm conversations to closers. Reference: the US annuity firm engagement.
Reporting infrastructure modernization
Manual quarterly or monthly reporting that consumes operations time. Custom platforms that automate calculations, deliver client-facing reports on demand, and integrate with existing systems. Reference: Bin Mahir Private Capital.
AI agent systems for customer operations
Inbound conversation handling at scale. Multi-channel agents that qualify, route, and respond based on context. Works for sales, customer service, or onboarding.
Custom workflows and operational tools
When off-the-shelf software does not fit. Bespoke platforms built for how your team actually works, with AI embedded where it creates value.
If your problem does not fit these patterns, we should still talk. The most interesting engagements are often the ones that do not fit any pattern.
From call to
- 1
Discovery call
30 to 45 minutes. We learn about your operational problem, what has been tried, and what success looks like. By the end we both know whether there is a fit.
- 2
Scoping and proposal
We define the scope together: what gets built, the outcomes we commit to, timeline, and investment. We deliver a written proposal that becomes the working document.
- 3
Build and iterate
Typical engagements run 8 to 16 weeks. We work iteratively, show progress regularly, and adjust as we learn. Your team is involved in shaping the system.
- 4
Launch and support
We deploy in your environment, train your team, and support through stabilization. Long-term partnerships often continue beyond launch.
Transparent by
Build investment, depending on scope. Larger custom platforms run higher.
Monthly retainer for ongoing improvements, support, and development.
- Discovery and scoping work
- All design and development
- Deployment to your environment
- Training for your team
- Documentation and runbooks
- Stabilization support
We are transparent about pricing because enterprise buyers deserve to know what to expect.
We are selective
Real operational problems worth solving
Not feature requests, not innovation theater, not AI tourism. Actual business problems with measurable outcomes.
Decision-makers with authority
We work directly with executives or operators who can decide on scope, budget, and direction. We do not navigate procurement mazes well.
Commitment to doing it right
AI systems take real engineering and real organizational change. The clients we serve best are committed to the work, not just the outcome.
Honest about constraints
Budget, timeline, team capacity. When we know what is real, we can design engagements that fit.
A real problem worth ?
Most engagements start with a 30 to 45 minute discovery call. We learn about your situation, you learn how we work, and we both decide if there is a fit.