Free Diagnostic for Voice AI Teams

Stop Overpaying Your LLM Provider on Every Spoken Turn

Cut inference run-rates by 20%–45% and drop Time-to-First-Token (TTFT) latency without sacrificing natural conversational flow or guardrails.

Request Your Free Audit

Savings are estimates, not guarantees. Results vary with your model, prompt architecture, context strategy, and call volume.

What we look at

Less overhead. More conversation.

Your agent pays for every token, on every turn. We trace the payload to find where cost and latency accumulate—without cutting the instructions that keep calls on track.

01 / THE PROMPT

Prompt Bloat & Few-Shot Densification

Streamlining system directives and removing redundant tokens. Keep the behavioral signal; cut repetition and oversized examples.

02 / THE CONTEXT

Turn History & State Management

Optimizing sliding context windows vs. structured payload variables. Carry forward what the next turn actually needs.

03 / THE TOOLS

Tool/Function Schema Pruning

Trimming verbose schemas that bloat every intermediate turn. Make tool definitions leaner without losing intent or guardrails.

Clarity before implementation

Know what you could save.
Then decide what's next.

A focused review of your Voice AI prompt efficiency, grounded in the way your agents actually handle calls.

  • Turn-by-turn token consumption breakdown.
  • Projected monthly dollar savings tailored to your exact call volume.
  • Latency (TTFT) impact assessment.
  • Delivered within 48 hours of receiving the agreed audit materials—no production credentials or API keys required.

Your infrastructure stays yours.

Anonymized prompts and call data are welcome. An NDA is available before you share sensitive data. We require zero access to your live production infrastructure.

For this request, share only what you're comfortable sending. Please leave out credentials, API keys, personal customer data, and confidential material.

Request your free audit

Tell Michael a little about your setup. Only your name and email are required.

Your details & voice AI setup

Up to 10,000 characters. Anonymized details only; no secrets or customer data.

Free diagnostic. No production access. No obligation to proceed.

Before you send

A few practical questions.

Do you need access to our live agents?

No. We can work with anonymized prompts, sample payloads, token counts, and call-volume estimates. No production credentials, API keys, or live infrastructure access are required.

Are the savings guaranteed?

No. The 20%–45% range is an estimated opportunity, not a promise. Your results depend on model pricing, the existing prompt and tool schemas, context strategy, and actual call volume. The audit estimates the opportunity for your setup.

When will I hear back?

Michael will follow up within 24–48 hours with next steps. The diagnostic is delivered within 48 hours of receiving the agreed audit materials.

What happens after the diagnostic?

You'll have a breakdown of the efficiency opportunities and a projected savings estimate. If you want help implementing the changes, we can discuss a paid engagement. There's no obligation.