01 Two weeks
AI Readiness Roadmap
A fixed-fee assessment of where AI will pay back inside your operation, what data and governance are already in place, and what is missing. You leave with a ranked plan, not a slide deck.
AI implementation for regulated business
Working AI, inside the businesses that cannot afford to get it wrong.
Tenorworth puts deployed agents, retrieval over your own documents, and workflow automation inside healthcare, financial, legal, and operations-heavy companies. Safely, on a fixed scope, with a measured return.
Not strategy decks. Deployed systems.
Most AI advice stops at the recommendation. We start there. The work is putting a system into production, on your data, behind your access controls, and proving it earns its keep.
That means the unglamorous parts are the whole job: the data boundary, the audit log, the fallback when the model is unsure, the training for the people who will use it, and the number you report to the board.
What a deployed workflow looks like
A person stays in the loop. The model drafts; a human approves anything above the confidence threshold and handles anything below it. Every step is written to a log your auditor can read.
Three ways to engage
Fixed scope. Fixed price. A number at the end.
02 Four to six weeks
Pilot
One workflow, your real data, a working system your staff use. Scope, success metric, and data boundaries are agreed in writing before a line of code is written.
03 Monthly retainer
Fractional AI Architect
Senior ownership of your AI program without a full-time hire. Vendor decisions, model governance, staff enablement, and the next pilot, with the same person accountable throughout.
Who we serve
Southern California businesses where trust is the product.
Small and mid-market operators with real compliance obligations and no appetite for experiments that put them at risk. One workflow each, to start.
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Community healthcare
Los Angeles and the Inland Empire- Problem
- Referrals and prior-auth paperwork wait on one coordinator. Patients wait on hold.
- We deploy
- Intake and referral triage agent with human review. Every action logged, PHI never leaves your tenant.
- We measure
- Hours per week on referral paperwork, before vs. after.
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Credit unions and RIAs
Orange County and San Diego- Problem
- Member-service reps search three policy binders to answer one question. Examiners ask how you know the answer was right.
- We deploy
- Retrieval over your own policies and procedures, with citations, role-based access, and an audit trail NCUA can read.
- We measure
- Average handle time and first-contact resolution.
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Law firms
Century City and downtown Los Angeles- Problem
- Document review and intake burn associate hours the client will not pay for.
- We deploy
- Matter-scoped retrieval and drafting assistants. Privilege boundaries enforced per matter, not by policy memo.
- We measure
- Review hours per matter, write-offs on intake.
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Life sciences
San Diego and Torrey Pines- Problem
- Deviation write-ups and SOP lookups take days and still miss a reference.
- We deploy
- Validated retrieval over controlled documents, with version pinning and an audit trail your QA lead signs off on.
- We measure
- Days to close a deviation. Citations per answer.
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Hospitality operators
Palm Springs and the coast- Problem
- Five properties, five reports, one controller reconciling them at midnight.
- We deploy
- Nightly reconciliation and reporting automation; guest messaging drafted for a human to send.
- We measure
- Hours to close the night. Errors caught before the owner’s report.
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Insurance brokers and claims adjusters
the San Fernando Valley, Orange County and San Diego- Problem
- A submission is forty PDFs and a loss run. A claim file is four hundred pages on a 40-day clock.
- We deploy
- Intake and file-summary agents that cite the policy form and the regulation. The adjuster decides, and the log shows it.
- We measure
- Hours per submission. Days from proof of claim to decision.
Why Tenorworth
The compliance questions get answered before the demo, not after.
Governance before the demo
Audit trail, access control, and data boundaries are designed first. The questions your compliance officer will ask get answered before anyone sees a prototype.
Fixed scope, fixed price
Every engagement has a written scope, a price, and a success measure. If the measure is not met, that is our problem to solve, not yours to absorb.
Systems your staff actually use
The test of a deployment is adoption. We build for the person doing the work on a Tuesday afternoon, not for the steering committee.
Seventeen years in regulated rooms
Built and shipped inside JPMorgan Chase, Scotiabank, Royal Bank of Scotland, KPMG, Highmark Health, and a $5B specialty insurer. We know what an examiner looks for and what a clinical director will not tolerate.
Start with a conversation, not a proposal.
Thirty minutes. Bring the workflow that costs you the most time, and the compliance question you assume will block it. We will tell you honestly whether AI belongs there.
The call is with Arka Bala, Principal AI Architect. The person who scopes the work is the person who builds it.