MB-0412 · Medical billing
Denied claim appeal
Accepted by the clinic billing lead, with evidence attached
Pre-launch: we are building toward 2027. Where we are today
The AI operating system that turns workers into experts
Most people talk about AI replacing workers. We are building the opposite: AI that turns a capable worker into an expert. A great service rep, backed by AI specialists, can do work that used to wait for a credentialed specialist.
We build the software, the Control Center, and run expert teams on it in the Philippines for companies in the US, Europe and Asia-Pacific.
Our hours follow yours
Job leads work your business day, wherever you are. For New York, that is the night shift here.
Companies can hire smart people without credentials, back them with AI and have them do work that used to need a specialist. There are millions of jobs like this in benefits, taxes, insurance claims, medical billing and immigration paperwork, and next in supply chain, global trade and M&A support.
The last industrial revolution built a middle class out of factory jobs. This one can build it out of expert jobs, in the Philippines and for the companies they serve.
Buy the software, a team that runs on it, or the finished result. Whichever you choose, you buy accepted results, not hours or seats.
Software
The AI operating system: one branded portal for every job, worker, approval, cost and result. Self-hosted and white-labeled, with your own people as the experts.
See the platformServices
A dedicated team of AI-backed job leads, trained on your industry and working your business hours, with licensed sign-off where the law requires it.
See expert servicesOptional
Scaling AI-enabled service delivery: we sell outcomes, not headcount. Managed services and engineering, priced per result your checker accepts.
See outcome-based servicesEvery piece of work is a job: a claim, a tax return, a month-end close, a loan file. Your checkers and the job leads in the Philippines work in the same Control Center. Open any job to see what done means, where it is, who is waiting on a licensed signature, and the evidence behind the result. See the platform
MB-0412 · Medical billing
82%
Accepted by the clinic billing lead, with evidence attached
Choose a job to open its file. The jobs and names are invented for this demo.
Individual and business returns, amendments, notices and payment plans, checked line by line.
Signed off byA licensed tax preparer, such as a US CPA or enrolled agent, signs as the preparer of record.
Coding checks, claim submission, denials and payer appeals, worked until the payer pays.
Signed off byA certified medical coder approves before anything is submitted.
First notice, evidence gathering, coverage checks, underwriting files and follow-up until the claim is settled.
Signed off byAn adjuster or underwriter licensed in your jurisdiction decides.
| Seven steps, every job | YouSet the goal, approve the action, accept the result. | Licensed reviewerSigns wherever the law in your country requires a license. | Job leadLeads the job from the first goal to the lesson learned. | AI specialistsResearch, draft, check rules and fill in forms. | ||
|---|---|---|---|---|---|---|
| 1 | Set goal | Write down what done means: the result, budget, deadline, risk limits and an accountable owner. | Acts | Not involved | Acts | Not involved |
| 2 | Plan | Choose the mix of people and AI workers that can meet that definition of done. | Not involved | Not involved | Acts | Acts |
| 3 | Rehearse | Run the plan on sample data first, so problems show up before real work starts. | Not involved | Not involved | Acts | Acts |
| 4 | Approve | A named person approves one exact action, amount and deadline. Whoever proposed the work never approves it. | Acts | Not involved | Not involved | Not involved |
| 5 | Do the work | People lead the job. AI specialists research, draft, check rules and fill in forms. | Not involved | Not involved | Acts | Acts |
| 6 | Verify | The named checker compares the result with the definition of done. An AI saying “done” is never proof. | Acts | Acts | Not involved | Not involved |
| 7 | Learn | What worked becomes the new standard, through test, trial and rollout, with rollback. | Not involved | Not involved | Acts | Acts |
Write down what done means: the result, budget, deadline, risk limits and an accountable owner.
YouJob lead
Choose the mix of people and AI workers that can meet that definition of done.
Job leadAI specialists
Run the plan on sample data first, so problems show up before real work starts.
Job leadAI specialists
A named person approves one exact action, amount and deadline. Whoever proposed the work never approves it.
You
People lead the job. AI specialists research, draft, check rules and fill in forms.
Job leadAI specialists
The named checker compares the result with the definition of done. An AI saying “done” is never proof.
YouLicensed reviewer
What worked becomes the new standard, through test, trial and rollout, with rollback.
Job leadAI specialists
Claims, returns, month-end closes, loan files, authorizations, filings. Tell us the industry, how much of it you handle each month and who signs off today. We will tell you honestly whether the software, a Philippine team or an outcome-based service fits.