With CompletionPrism™, the enterprise sets the policy: approved providers, quality bar and labor rates. Employees never pick a model, and every call is billed t
By Avik Ghosh, Managing Founder, illuminis
Once AI is in daily use, someone has to decide which providers and models the company allows. When that decision is left to each person, keys multiply, spend splits across accounts and nobody can say which model did which work. When the rule is too blunt, such as holding everyone to one cheap model, some people get around it with personal accounts.
With CompletionPrism™, the enterprise owns that decision. Security and procurement approve the providers and models the company trusts. Employees work in one place and never pick a model. The model choice for each step happens behind the scenes, inside the limits the company has set.
Inside those limits, CompletionPrism™ picks the model with the lowest cost to finish each step. Nobody has to make that call by hand.
Every call is billed to the company's own provider accounts. You keep your commercial relationship with each provider, and spend stays where finance and procurement already track it. Because the bills come straight from your providers, any saving shows up on an invoice you can check yourself.
Every answer comes with a receipt showing which model ran and what it saved. Leaders can see which models are doing the work across the company, not just what the monthly total came to. When CompletionPrism™ routes up to a stronger model, the extra token spend appears as a negative line, so the trade is in plain view.
Each figure is labelled observed, inferred or estimated. A reviewer can follow any number back to its source and judge how far to trust it.
Policies change. A provider becomes too expensive, a new model ships, or a contract ends. To switch provider, you change the CompletionPrism™ configuration. People keep working in the same places: the command line, the web app, the desktop app for Mac and Windows, or the VS Code extension. When a new model ships, it is priced and used as soon as it wins on cost to finish, with no one needing to benchmark it first.
CompletionPrism™ also fails open, so it never blocks a request. A policy that protects the company should not stop people from working.
To see how CompletionPrism™ puts model choice under company policy while employees keep working the way they do today, visit the product page.