Untrustworthy data. Unverifiable answers. Unreliable infrastructure. Ungoverned actions. Fix all four, and AI stops being a pilot stuck in a review deck — and starts being an employee your business actually runs on.
"A report goes out missing half its numbers — because rev_apac and revenue_ap were never the same column to begin with."
Every AI initiative is only as good as the data staged beneath it. Most companies never fixed that before they started building on top of it.
SOLVED BY MIGRUS"The support bot told a customer their refund was approved. It wasn't — and nobody caught it until the customer did."
A confident answer and a correct one look identical until someone checks. Most companies never built the layer that checks.
SOLVED BY NYAYA"Traffic spiked, the connection pool fell behind, and the engineer found out from a page at 2am — after customers already had."
AI-driven traffic doesn't behave like human traffic. Infrastructure sized for one breaks under the other.
SOLVED BY CONEXON"Compliance asked what the AI did last quarter, and who approved it. Nobody could produce an answer — because nothing was ever built to keep one."
A chat transcript is not an audit trail. Most companies find that out during the audit.
SOLVED BY VAKSimplex Brain is the router at the center — deciding which model and which path handles each task. Migrus, Nyaya, and Conexon are what make that decision safe to trust. Vak is the part your business actually meets.
Vak is the layer your business meets. Migrus, Nyaya, and Conexon are what make it safe to trust. Simplex Brain decides how they all work together.
Simplex Brain reads each task and routes it to the model and path that actually fits — instead of defaulting every call to the priciest option out of habit. It's still under active development, but in specific observed workloads, that routing alone has cut recurring AI costs by up to 28x.
Illustrative of results seen in certain use cases — not an audited benchmark, and not a guarantee for every workload. Actual savings depend on the mix of tasks being routed.
Give it an identity, a department, and the access you'd grant any new hire. It reports into your hierarchy, asks for approval like anyone would, and leaves a record like anyone should. It doesn't replace your team. It's what your team looks like once the four trust gaps are closed.
The router. Decides which model handles each task — up to 28x lower cost in observed cases.
Learn more →We didn't build four products.
We built what it takes to trust one.