DarwinCX AI Intelligence

Weekly Experiment

Weekly Experiment

This Week's Practical AI Bet

One concrete, time-boxed experiment per week, chosen for its balance of low effort and clear business value.

Week of Jul 6, 2026

Prompt caching cost benchmark on VoC summarization

Planned
Hypothesis

Enabling Bedrock prompt caching on our repeated-context summarization prompts will cut input token cost by 60%+ with no quality regression.

Estimated effort

3 engineer-days

Tools required
AWS BedrockProvider abstractionEval harness
Expected value

Direct COGS reduction on the highest-volume AI feature; hard number to justify the Bedrock migration.

Previous experiments

Week of Jun 29, 2026

Running

Computer-use agent for CX ticket triage (sandboxed)

A UI-operating agent can correctly categorize and route 80% of a sample of support tickets in a fenced sandbox.

Anthropic computer-useSandbox VMTicket sample set

Week of Jun 22, 2026

Complete

Voice agent-assist latency spike

The Realtime API can deliver suggested responses under 400ms end-to-end in a live call simulation.

OpenAI Realtime APITwilio simRetrieval index