AweBotResearch intelligence for live experience
aOpener
Every event agency promises an unforgettable experience. Almost none can explain why one works, or prove the next one will.
At Ansera, the answer was scattered across two places that had never been connected. One was decades of producer instinct, held in the heads of people who had run thousands of general sessions. The other was a growing body of research on awe, attention and memory that nobody in the building had time to read.
bInsight
Clients don't buy awe. They buy confidence that their agenda will work.
Instinct can't be audited. Evidence can. If our creative judgment could be traced back to research, every recommendation would carry its own proof, and the conversation with a client would move from taste to outcomes.
cIdea
Build a system that reads the research so producers don't have to.
AweBot pairs academic rigor with practitioner wisdom. It distills both into a ledger of defensible claims, then puts those claims to work inside the tools producers already need at each stage of a project, from the first sales call to the post-event review.
dFramework
Three layers, one shared vocabulary.
Research engine. A crawler pulls studies from academic databases on awe, neuroscience, learning theory and experiential design. Interviews with Ansera staff capture what veteran producers know from the floor. Both streams feed one knowledge base.
Claims ledger. The most actionable findings are distilled into rated claims, each tagged to its source. The ledger exports as a CSV and feeds back into the system. At last count: 56 source studies and 59 rated claims.
Production tools. Five tools live and a sixth in build, mapped from the first client conversation through the live show. Each stage hands its output to the next: diagnostic findings shape the creative brief, and the brief becomes the peak moment plan. All of them speak the language of the Engagement Framework: curiosity as the baseline, deep engagement in bursts, awe saved for the peaks.
eWork
The flagship tool turns an agenda into a scored, cited report a client can hold.
The Run of Show Diagnostic takes a client's show flow and supporting materials and grades them across four domains: attention, participation, flow and emotional impact. Every score carries a confidence range. Every finding cites the research behind it. The output is packaged as a client-facing document.
For one 1,300-attendee international conference, it scored the agenda 57 out of 100. The open was purposeful and the close was exceptional. But the middle day ran 97 percent passive, with no time built in anywhere for people to absorb what they'd heard. The report ranked six fixes by impact and effort, starting with the cheapest: one pause per session.
Fig. 2 · The Run of Show Diagnostic and pages from a report.
fResult
A point of view on awe became something a salesperson can hand a client and a producer can act on.
Building the system was the easier part. Changing how a team works is harder, and adoption inside Ansera is still uneven. That's by design: these are living tools, built to evolve as producers push back on them.
The next step closes the loop. Live Audit, anchored by Immersion Neuro wearables that track heart-rate engagement in the room, will test the plan against the rated claims and against what attendees actually felt.
Credit
Designed and refined by Dave Rohs with Claude. All system architecture and tool logic are Dave's.


