Telecom AI is a margin lever or it is a runaway line item.
Tokto attributes every prompt, completion, and model dollar to a product, a channel, a market, a use case, and a model, so the CFO can defend AI spend against ops, marketing, creative, and the board.
The CFO closes the quarter. AI vendor invoices grew 7x. Network ops, customer ops, marketing, and creative each claim less than a quarter. The board asks for AI ROI per product. There is no source of truth.
- Every prompt and model dollar attributed to a product, a channel, a market, a use case, and a model.
- Smart routing to the cheapest capable model for support versus network ops versus creative. Teams report 30 to 50 percent cost reduction.
- Budgets by product, by market, by use case, with real-time alerts and auto-disable on overrun.
- Defensible AI cost reporting for the audit committee, the FCC, the carrier of record, and the insurer.
- Agentic support spend runs 7x forecast. No business line can be held to a number. The CFO gets the call.
- AI spend came in 15x over forecast. The board freezes AI investment for two quarters.
- A vendor partner passes through AI cost at markup with no detail. The audit committee asks why.
- The insurer asks for AI cost by use case at renewal. The CFO produces a spreadsheet, not a record. The premium adjustment is punitive.
Tokto sits at the financial control plane of AI in the carrier and the studio. Every agentic support call, every network ops co-pilot, every creative assistant carries a product, a channel, a market, a use case, and a model. The CFO knows what AI cost the flagship product, what it cost a market, and what it cost the vendor who passes it through at markup.
When the audit committee asks for AI ROI per product, when the insurer asks how AI is governed, when finance has to defend creative AI to a studio head, the answer is one report against the system of record. The CFO defends AI spend the way every other line item is defended.