Kairo

Life admin lives everywhere and nowhere

Renewals, deadlines, bills and commitments arrive as unstructured information across email, screenshots and messages. Nothing turns that noise into a prioritized set of actions.

Time-poor working professionals

Professionals managing career and household administration across multiple tools, who will not maintain a manual system and will not connect a bank account.

Where the current behaviour breaks

• Information is captured in the wrong place and never revisited
• Deadlines and renewals are discovered late
• Existing tools demand manual entry to stay useful

How the concept will be tested

A validation plan defines the interviews, concept tests and behavioural signals required before committing to build beyond the prototype.

Planned validation — not yet executed.

A single primary persona

The strategy is written against one primary persona so scope decisions stay honest rather than serving an imagined general audience.

Task managers, inboxes and finance apps

Adjacent tools either require manual entry, require bank access, or stop at storage. None convert unstructured personal information into proactive next actions.

Unstructured in, prioritized action out

The wedge is turning unstructured information into prioritized, proactive actions without requiring bank access or extensive manual entry.

Scope decided by RICE

Candidate features were scored with RICE to separate the V1 wedge from everything that can wait.

What V1 actually contains

• Unified Capture Inbox
• AI parsing of dates, amounts and entities
• Renewal and deadline tracking
• Daily next-best-action digest
• Core calendar / task view
• Gmail and Google Calendar integration
• Manual correction of AI-created items

Requirements written for build

Each MVP surface is specified with its inputs, states, failure behaviour and the human confirmation step required before an AI-created item becomes real.

Confidence-gated actions

High-confidence extractions become suggested actions; uncertain outputs require explicit human confirmation, with the AI's reasoning shown inline.

Weekly Trusted Actions per Active User (WTA)

WTA measures the only thing that matters early: how often the user actually trusts and acts on what Kairo surfaces. Supporting KPIs track capture volume, extraction accuracy and correction rate.

AI suggests; humans confirm

AI never silently commits an action. Extraction is transparent, correctable and gated by confidence, with a privacy-conscious V1 architecture that limits what leaves the user's account.

Go-to-market direction

Early distribution is planned around the specific life-admin moments that create the strongest pull, rather than a broad productivity positioning.

From wedge to system

The roadmap sequences the capture wedge first, then broadens integrations and proactive intelligence once trust is demonstrated by WTA.

Trust, accuracy and privacy

• Extraction errors erode trust — mitigated by confidence gating and easy correction
• Privacy concerns limit connection — mitigated by a narrow V1 permission scope
• Low engagement — mitigated by the daily digest as the habit surface

Product strategy complete, prototype in progress

Kairo is a product concept. There is no launch, no production deployment and no user metrics.

Product concept — prototype in progress.