Operator-built AI automation for owner-led businesses

Stop losing revenue to manual operations.

M² connects the calls, follow-up, scheduling, and revenue recovery work your team handles by hand. Across services, contractors, and clinics, those systems have recovered $2M+ in documented revenue.

Revenue disappears in the handoffs.

Owner-led businesses rarely need more software. They need the tools they already pay for to answer, remember, follow up, and move work forward without depending on one overloaded person.

Missed inbound

Calls ring out, leads hit voicemail, and after-hours demand moves to the next available competitor.

Manual operations

Scheduling, follow-up, and CRM entry consume the hours that should stay with customers and delivery.

Dead pipeline

No-shows, ghosted quotes, and cold leads sit inside the database with no reliable system working them.

Three systems built around the leak—not the trend.

Each implementation starts with the operational loss, connects to the existing stack, and ends with a measurable output the owner can inspect.

Voice AI agents
Services and contractors

24/7 voice agents qualify leads and book directly into the calendar, closing the missed-inbound gap before it costs a job.

$14K/moAverage recovered
Workflow orchestration
Operators and ops teams

CRM, scheduling, accounting, and marketing tools are connected into one dependable operating flow—whether that stack is ServiceTitan, Jobber, Jane, HubSpot, or custom.

25–40Hours returned monthly
Revenue recovery bots
Clinics and appointment models

Reactivation campaigns work cold leads, intercept no-shows, and move qualified conversations back toward a booked appointment.

4–8%No-show rate
The follow-up gets done—even when the team is busy doing the work.

M² systems are designed for the operational hours nobody has left.

What the owner sees

One operating view. Clear enough to trust.

Captured calls, intercepted no-shows, and reactivated leads can land in one console. The exact reporting surface is configured around the system you approve.

m2 / recovery consoleIllustrative view
$14KRecovered / month
98%Positive calls
4%No-show rate

Lead / roofingBooked

No-show / interceptedRebooked

Cold lead / reactivated+$2,400

Example data shown to demonstrate the reporting format; this is not a live client dashboard.
Tiran W., founder and systems operator at M² Solutions I/O
Tiran W.Founder / M² Solutions I/O
The person behind the systems

A working operator.
Personally accountable.

M² Solutions I/O is built and shipped by Tiran W., a working operator who runs an Airbnb portfolio and an AI consulting practice in New York. There are no reseller layers or anonymous handoffs.

“Every system we deliver is one I’d run in my own businesses. The operator who pitches is the operator who ships.”

The value is judgment tested against a real P&L—then translated into a system your business can actually operate.

Direct ownershipOne operator, end to end
Home baseBuilt in New York, delivered globally
Operating standardSystems tested in production work
Evidence, not decoration

Certifications and operating tools

Make.com, HubSpot, ODSC, and the stack behind the work.

Make Academy AI Automation Explorer certificationMake AI Automation Explorer
Make Academy Advanced certificationMake Academy Advanced
Make Partner Training Expert certificationMake Partner Expert
Make Partner Training Advanced certificationMake Partner Advanced
HubSpot Academy Inbound certificationHubSpot Inbound Certified
ODSC Data Science certificationODSC Data Science
Make.comn8nOpenAI APIPythonServiceTitanHubSpot CRM

Measured in recovered revenue—not vague efficiency.

The record below shows selected engagements and the operating result attached to each one.

$2M+Total documented results across completed work.

Regional med spa chain

AI-driven SMS follow-up intercepted appointment drop-off.No-show rate dropped to 4%

$420K

Solar installer / Florida

Lead reactivation and automated site-visit scheduling worked the existing pipeline.Pipeline revived in under 120 days

$310K

HVAC company / Texas

24/7 voice coverage captured emergency-season demand.Zero calls missed in six months

$285K

These three selected engagements represent $1.015M of the documented total shown at left.

From diagnosis to a system your team can run.

Every engagement follows the same four decision points, with the scope and economics made visible before the build starts.

01 / Diagnose

Discovery

Audit the stack and identify the operating leaks with the highest revenue impact.

02 / Define

Proposal

Specify the systems, dependencies, delivery plan, and expected return.

03 / Prove

Build

Build, connect, and test the approved flow with visible checkpoints.

04 / Operate

Go live

Deploy the system, train the team, and establish the operating view.

The first call is a working session.

Thirty minutes to understand the operating problem, estimate its cost, and determine whether automation is the right intervention now.

01

Describe what is breaking

Missed calls, manual scheduling, no-shows, or another recurring point of loss.

02

Map the operational leaks

Identify two or three high-impact failures and estimate their monthly cost using available data and relevant benchmarks.

03

Choose the next move

If the economics work, you receive the outline of a custom automation roadmap. If they do not, you hear that directly.

Start with the loss you can see

Find the revenue leak worth fixing first.

Share what is breaking. Tiran will review the operating pattern, identify the likely points of loss, and respond with the next useful question.

Pricing depends on scope. The discovery call is where the scope—and the number—becomes clear.

Prefer the calendar? Book directly

Submitting sends these details to M² Solutions I/O so Tiran can review your request and respond. No marketing list.