Data, integration or people
We measure what is holding the project and show you the evidence, in numbers rather than opinions.
Rivl AI · Process first. Then AI.
The way AI gets done just met its rival.
AI project consulting, platform development and integration. We specialize in regulated industries, healthcare, insurance, financial services and government, and take on specialized projects wherever the problem is hard and the process is the constraint. We diagnose the work before we build, and we hold every result against the baseline we took on day one.
The offer
Is your AI project stuck? Most are.
We take the project that stalled, find the cause, fix it, and make sure it does not happen again. You get a fixed fee and a measured result. Healthcare, insurance, financial services and government.
A defined scope
Written before work starts and aimed at the blocks between pilot and production. Nothing is added that you did not approve.
A measured result
The outcome compared with the baseline from day one, and the change in process and training that keeps it from stalling again.
What we do
Consulting, platform development and integration.
Three services that are usually sold by three different firms, delivered by one team that has shipped all three into production. You can start at any of them and stop at any of them.
AI project consulting
Assessment, roadmap, feasibility and build or buy. We sit with the work, name the constraint in numbers, and tell you where AI produces a result and where it does not. You get a plan specific enough to hand to any firm, including one that is not us.
Platform development
Custom built systems rather than configured templates. Data model, application, evaluation harness and the operational tooling to run it after we hand over. Built by the people who will still be on the call after hand over.
Integration
The work most projects die on. Carrier portals, electronic health records, core banking, document stores and systems with no interface at all. We connect what you already run instead of asking you to replace it.
Where we work HealthcareInsuranceFinancial servicesGovernment
and specialized projects in other regulated and technical domains
The economics A fraction of the cost.
A fraction of the cost.
A fraction of the time.
This is not a discount and it is not offshore labor. It is a different cost structure, and it is worth understanding before you compare our number to anyone else's.
01
No bench and no layers
An experienced senior team. There is no bench to keep busy, no engagement manager marking up an analyst, and no discovery phase sold as a deliverable. The person who scopes the work is the person who builds it.
02
An agentic build pipeline
We develop with AI agents under continuous integration, database level constraints and evaluation gates. That is why the timeline compresses without the defect rate rising. The gate is what makes the speed safe.
03
Scaffolding we already own
Compliance screening, audit trails, evaluation harnesses, document and identity flows. These are already built and already proven in our own production systems.
Fixed fee
One stalled initiative, a scope written before work starts, and acceptance defined as a result measured against the baseline we record on day one.
The method
Process first. Then AI.
Automation applied to a broken process does not fix it. It scales the dysfunction and puts a faster engine behind the same wrong answer. So the model is the fourth thing we do, not the first.
01 — Diagnose
Sit with the work
Exception counts, rework rates, handoff delays, cycle times. We name the constraint in numbers and record the baseline before anyone opens a model.
02 — Redesign
Remove the steps
Much of the available saving lives here, in work that should not exist at all. Cutting it costs nothing to run and nothing to maintain.
03 — Deploy
Narrow and integrated
AI goes only where a redesigned process still has a bottleneck a person should not be holding. Defined scope, a target you approved, and a real connection to the systems you already run.
04 — Measure
Report against day one
We instrument the outcome and compare it to the baseline from step one. If the number did not move we say so, and we tell you which assumption was wrong.
Products we built and operate
Proof that we ship.
Four platforms we built and operate ourselves.
Rivl Real Estate A licensed brokerage, built as software
A Missouri brokerage we hold the license for and operate. AI drafts the listing, a compliance gate screens every word, and a licensed broker approves each listing before it publishes.
See how it is built
Rivl Insurance The agency system that reads the inbox
Agency management for independent property and casualty agencies at one flat rate. Email triage, quoting, certificates and a portal for the insured.
See how it is built
Rivl Plant Manager The plant that knows what is in the silo
Operations software for a bulk materials plant: truck scale tickets, silo inventory by quality class, alerts and an Ask Rivl assistant over the plant records.
See how it is built
BalanceSwap A consumer exchange with controls built in
A gift card exchange. Sellers get a verified quote and choose cash or a cause, with every balance verified before a quote is made and state rules held as tested configuration.
See how it is built
The software did not fail. The assumption behind purchasing it did.
Rivl AI position paper
Start here
Bring us the project that stalled.
Thirty minutes. You describe the initiative and where it stopped, and we tell you whether the block is data, integration, people or a decision nobody owns. If AI is not the answer we will say so on the call.