Human-agent deployments for high-stakes decisions
We deploy customized AI interview agents across your organization, with human experts in the loop for setup, synthesis, and validation. The result is a clear picture of how work actually happens and what to do next.
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conversations
Top 3 opportunities
Marketing materials review agent
High impactAuto-check campaigns against brand & legal guidelines before launch.
Automated calls analysis
High impactDeploy automated compliance analysis of transcribed calls.
Recommendation
Realize the marketing materials review agent first.
Scale, synthesis, and expertise
Conversations at scale
Deploy customized AI interview agents across teams, departments, or entire organizations. Hundreds of structured conversations in days create a rich map of operational context.
Organizational synthesis
What is the messy but true story? We identify patterns, bottlenecks, hidden risks, and opportunities across teams. We turn individual context into organizational intelligence.
Human expertise in the loop
We tune agents to your domain, terminology, and goals. Then we validate the synthesis and turn the findings into recommendations leaders can trust.
Where this works
AI adoption and implementation
Before you deploy AI, you need to understand how people actually work, what they know and what they want. We run structured conversations across your teams and deliver a detailed map of operational reality, enriched by teams' ideas for optimization. Find out exactly where AI belongs and how to deploy it for maximum impact.
Typical engagement
4–8 weeks
Conversations per project
200+
Output
Validated AI Opportunities
Post-M&A discovery
We talk to the acquired company employees to learn how things actually run, where the hidden risks and opportunities live, and what the new leadership could improve. We're interested in workflow frictions, old systems, outdated workflows, and where AI and better software could help.
Typical engagement
<4 weeks
Conversations per project
100+
Output
Operating Reality Map