[ TOKEN OPTIMIZATION ]

Cut your AI bill

Use open models and an enterprise context layer to get better answers than frontier models, at a fraction of the cost.

Talk to usSee the platform
SOC 2 certifiedOne use case, no commitment

[ THE PROBLEM ]

AI costs add up fast

The token meter runs on every call to a frontier model. The biggest bills come from the high-volume calls a smaller model with optimized context could handle.

AI costs add up fast

[ HOW IT WORKS ]

Bring the bill down.

Ground the smaller models in your context, then route work by cost.

Bring the bill down.

Bring your models

You connect the smaller models you host on hardware you already own.

Bring the bill down.

Ground them in context

The domain model gives a small model the context to answer on your data.

Bring the bill down.

Route the high-volume work

The everyday, repetitive calls run on those models.

Bring the bill down.

Watch the spend fall

Token cost drops after grounding, measured per workflow.

FAQ

Any model, open or frontier, on any cloud or on-prem. zaimler sits over whichever model you pick and grounds it in your context, so you can put open models on the high-volume work and keep a frontier model for the rest.

On general knowledge, no. On your data, a small model grounded in the domain model answers reliably, because the context carries the entities and relationships it would otherwise guess at, so the work shifts from the model to the context.

Token spend per workflow, measured before and after grounding on the same real workload. You compare the cost on a frontier model against the cost with an open model carrying the high-volume calls, so you can attribute the saving to a specific workflow.

No. zaimler runs over the models and infrastructure you already own, on your cloud or on-prem, with no migration and nothing new to procure.

NEXT STEPS

Here's what we can get done with zaimler in just 60 days proof of value

Let's resolve your first domain
Day 01

Forward Deployed

  • Forward-deployed zaimler specialists partner with your in-house experts

  • Security, issuer, and client data unified into one governed domain

  • Department-level onboarding begins

Day 30

Initial consultation

  • Working session to map use cases and ROI

  • Pick one high-value workflow: portfolio intelligence, real assets, or client reporting

  • Go/no-go decision

Day 60

Delivering real value

  • Verify the unified domain model inferred by zaimler

  • Agents running critical workflows with full audit trails

  • Measurable ROI from day one — your organizational capacity begins to scale