AVRAI demos
Choose a working demo by what you want to understand: product flows, planning readbacks, context engines, or proof boundaries. Every demo stays controlled, reviewable, and shadow-only unless explicit evidence says otherwise.
Back to avrai.orgProduct-like demos a viewer can use end to end: intake, options, review, corrections, and next steps.
Planning and operator readbacks for places, institutions, regions, and groups.
Language, context, vibe, and meaning systems that power AVRAI recommendations.
Benchmark and evidence surfaces that show what is proven, what is shadow-only, and what stays blocked.
Pick the path closest to your role.
The demos are ordered by use case first, then by technical depth. Start with an application if you want the product story.
Businesses
See the operator portal for profile, context, approvals, and receipts.
People
See how a person moves from intent to useful real-world options.
Event producers
Create a brief, compare plans, review corrections, and capture outcomes.
HR teams
Review employee satisfaction trends and suggested events or partnerships.
PM + HR fit
Review candidate or transfer fit with PM support plans and HR guardrails.
Technical reviewers
Review the proof boundaries, benchmark readback, and blocked authority.
Applications
Product-like demos a viewer can use end to end: intake, options, review, corrections, and next steps.
AVRAI Business operator portal
See how a business teaches AVRAI its profile, vibe, best-fit moments, approvals, and receipts without giving up operator control.
Business owners and operators
AVRAI personal planning app
Demo the user app flow from real-life intent to ranked options, coordination, feedback, and better future suggestions.
People planning real-world choices
Date Planner Demo
Try a dating flow where AVRAI suggests the place, time, route, and backup plan first, then both anonymous sides say yes or pass on the outing.
People comparing place-led plans
Project manager team-fit companion
Place candidates or internal transfers into functioning teams with PM support plans, HR review notes, and onboarding success signals.
Project managers, HR reviewers, and people teams
Home Context Intelligence
See how AVRAI can coordinate lights, groceries, cars, helper endpoints, trackers, and routines around household context instead of isolated commands.
Households and home-device flows
Event Planner Demo
Create an event brief, discover real-world options, compare ranked plans, capture producer corrections, and see what AVRAI can safely learn.
Event producers and experience teams
Dashboards
Planning and operator readbacks for places, institutions, regions, and groups.
HR satisfaction command center
Review aggregate enjoyment, energy, belonging, strain, and vibe trends, then compare employee-event and company-partnership suggestions.
HR leaders and people teams
University admin platform
Explore an ideal-state campus AVRAI dashboard for aggregate student trends, place movement, events, orgs, partner opportunities, liveliness, and planning.
Campus leaders and planning teams
Place information dashboard
A planning dashboard for public agencies, business groups, people operations, and growth teams to review local assets, needs, relationships, and coordination gaps.
Civic, regional, and business planners
Engines
Language, context, vibe, and meaning systems that power AVRAI recommendations.
Phrase to suggestion loop
Type an onboarding phrase and watch it become bounded lexical graph context, QETS weights, HGCNN flow, ranked candidates, and feedback receipts.
Viewers testing language-to-context flow
Living lexical graph
Type a word or phrase and see it become a known candidate, ambiguity readback, or governed unidentified lexical artifact.
Viewers exploring language meaning
Wikipedia baseline vibe map
Compare pinned Wikipedia source snapshots after subtracting the shared city-article baseline from each place and person readback.
Reviewers comparing public text signals
Proof
Benchmark and evidence surfaces that show what is proven, what is shadow-only, and what stays blocked.
QETS embedding system readback
Switch between deterministic QETS artifacts, the Wikimedia external-prior baseline, the training gate, and a typed-word embedding sandbox.
Technical reviewers of embedding boundaries
HGCNN proof system readback
Switch between the simulated benchmark proof, the Wikimedia pretrained baseline proof, and a typed-word HGCNN shadow-path sandbox.
Technical reviewers of graph proof surfaces