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Project documentation

Two To-Do.

By Ashwini Imagaran

Two To-Do is an AI app intended to help couples turn everyday conflict into neutral summaries, root-cause framing, and shared action items.

The problem

Couples get stuck in the same everyday fights — dishes, finances, chores — with no neutral, structured way to resolve them. In the heat of conflict, partners avoid logging issues, struggle to put their perspective into words, and fall into one-sided, blame-heavy narratives.

Existing relationship apps like Paired, Lasting, and Relish offer communication tips but don't measurably reduce conflict recurrence, and therapy carries cost and stigma. The result is repeated conflict cycles that harm health, productivity, and well-being, with no low-friction alternative to venting or avoidance.

The solution

Two2Do helps couples turn everyday conflict into calm, constructive resolution. A partner vents by voice or text, and the AI transforms raw emotion into a neutral, non-blaming summary, which can be shared so the other partner adds their side and both are merged into a balanced Mutual Conflict Report.

From there, the app suggests Concrete Fix options — specific, testable actions like "Dishwasher every night by 9 PM" — and tracks them across a 90-day monitoring window. The differentiator is measurable conflict-recurrence reduction with smart escalation to coaching or therapy, all made globally accessible through a $1 lifetime membership that removes subscription friction.

How it works

The AI is instructed to act as a calm, neutral, emotionally intelligent mediator that never assigns blame, escalates tension, interprets intentions, takes sides, diagnoses, or gives therapy. It rewrites input into "When X happened, I felt Y because I needed Z" language and faithfully extracts emotion and need without adding facts or assumptions.

The core flow is Emotional Input → AI → Neutral Conflict Report → Concrete Fix → Monitoring, with the vent-to-summary step built first. Evaluation is hybrid — humans for tone, safety, and emotional correctness; model-graders for clarity, structure, and hallucination risk at scale; scripts for format and safety rules — reaching an overall pass rate of ~85%. A dashboard tracks monthly conflict counts and recommends therapy when the same issue recurs more than three times in a month.

Who it's for

The end users are partnered adults — dating, engaged, married, or co-parenting — who experience recurring everyday conflicts and want a private, structured, low-friction alternative to therapy or avoidance. Both partners participate; the app requires paired engagement for full value.

The model is B2C, monetized through a one-time $1 lifetime membership sold to each couple rather than a subscription. The most revenue-impacting users are couples in high-conflict or high-stress life stages, who convert fastest and drive viral referrals.

Why it matters

Two2Do operates in a growing relationship-wellness market with a projected 10–15% CAGR over the next 3–5 years, strong tailwinds from the normalization of mental-health apps, and no dominant player in conflict-resolution tech. Because relationship data is emotionally sensitive, safety is central: automated detectors monitor for abuse, threats, self-harm, and coercive control, with human escalation paths.

Given the stakes, the product is designed to launch in phases — a private pilot of 20–50 curated couples to validate emotional safety, then a controlled A/B rollout, then gradual expansion — only reaching full launch after all teams sign off and safety metrics remain stable.

At a glance

Project
Two To-Do
Built by
Ashwini Imagaran
One-liner
Two To-Do is an AI app intended to help couples turn everyday conflict into neutral summaries, root-cause framing, and shared action items.
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