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Decision · AIWeb + Mobile2024Productivity

A decision-making AI that weighs your factors, not just yours.

Ryddel turns hard decisions into structured analysis. Users define the factors that matter to them, weight them by importance, and let the AI surface the option that fits their actual values — not a generic web result. We built the reasoning engine, the mobile app, and the web product.

RYDDEL / HOME Dashboard TODAY Active 91% decision confidence METRIC 94% GROWTH ↑ 28% Top item Just now Second item 3 min ago Third item 8 min ago Home Feed Profile More Ryddel LIVE 2,847 ↑ 18% this week STATUS · ACTIVE 91% decision confidence TIMELINE 12 weeks View full report → Analytics USERS 2.4k RATE 94.2%
Client
Ryddel
Industry
Productivity · AI
Surfaces
iOS · Android · Web
Timeline
12 weeks
Outcome
91% decision confidence
The Problem

Decision fatigue is real — and most decision-making tools either oversimplify (pros/cons lists) or overcomplicate (spreadsheet scoring models nobody maintains).

3-6 weeks
Avg time on major decisions
~40%
Decision regret rate (research)
30%+
Target confidence improvement

Decision fatigue is real — and most decision-making tools either oversimplify (pros/cons lists) or overcomplicate (spreadsheet scoring models nobody maintains). Ryddel's founders believed there was a gap between 'flip a coin' and 'hire a consultant.'

The core challenge: the AI had to feel like it understood context, not just criteria. 'Should I take this job?' requires weighting salary, growth, culture, commute, and personal values differently for every user. A generic scoring model fails immediately.

We needed to ship a web app, an iOS app, and an Android app in 12 weeks — and the AI reasoning layer had to be robust enough for high-stakes decisions.

What We Designed

Structure for the unstructured.

28 users
Decision workshops
Emoji weights
Beat numeric inputs 3x
2 rounds
Prototype testing

We ran decision-mapping workshops with 28 people facing real decisions (job changes, moves, major purchases). The pattern: people know their factors but not their weights. The UX had to make weight-setting feel natural — sliders and emoji-backed importance scales outperformed numeric inputs by 3x.

What We Built

Reasoning at the speed of thought.

React Native
iOS + Android
Next.js
Web app
Streaming
Real-time AI reasoning

The web app is Next.js with a real-time reasoning UI that streams analysis as GPT-4 processes each option. Mobile is React Native. The backend persists decision trees, factor weights, and historical choices — so the AI learns your preferences over time.

Core Features

What ships in the product.

01

Factor-weighted analysis

Define your criteria, set importance weights, and the AI scores every option against your specific values — not generic rankings.

02

Streaming AI reasoning

Watch the AI think in real time. Each step of the analysis appears as a human-readable rationale, not a black-box score.

03

Decision history

Every decision is saved. Revisit past choices, see how the AI reasoned, and compare outcomes to predictions.

04

Collaborative decisions

Share a decision with a partner or team. Each person sets their own weights — the app shows where you agree and disagree.

05

Templates library

Pre-built decision templates for job changes, city moves, vendor selection, and 40+ other common decision types.

06

Outcome tracking

Mark decisions as good/bad 30, 90, and 180 days later. The AI learns what factors you systematically over- or under-weight.

07

Devil's advocate mode

After reaching a recommendation, the AI argues the opposite case — stress-testing your reasoning before you commit.

08

Export to PDF

Full decision report with factor weights, option scores, reasoning summary, and recommendation — shareable with stakeholders.

09

Privacy-first storage

Decisions are E2E encrypted. Ryddel's team cannot read your decision content — only anonymised aggregates power future model training.

Tech Stack

Production-grade from week one.

React Native
Core frontend
Next.js 14
Web layer
PostgreSQL
Data store

We chose the boring, battle-tested options where it mattered and innovated where it gave the product a real edge.

React NativeNext.js 14TypeScriptNode.jsPostgreSQLOpenAI GPT-4Streaming SSERedisAWSVercelSentryPostHog
I used Ryddel to decide whether to leave my job of 8 years. The AI surfaced a factor I hadn't consciously weighted — and I made a decision I've never regretted.
Early user · Ryddel beta
Challenges Solved

What it took.

  • Streaming AI that doesn't feel slow. GPT-4 streaming tokens arrive at variable speeds. We built a typewriter renderer that maintains readable pacing — buffering fast bursts and padding slow ones — so it always feels like thinking, not lag.
  • Factor weights that feel natural. Numeric sliders felt like homework. We A/B tested emoji-anchored sliders, plain sliders, and drag-ranking. Emoji sliders won on both completion rate and user confidence.
  • Collaborative decisions with disagreement. When two people weight factors differently, showing a single score is misleading. We built a disagreement heatmap that surfaces specifically where values diverge — a feature users said was more valuable than the recommendation itself.
  • Decision quality feedback loop. Users need to see whether past AI recommendations were good. We built a 30/90/180-day check-in loop with streak incentives — 60% complete at least one follow-up, generating the outcome data that trains the model.
Business Value

What changed.

0%
Users report higher confidence after Ryddel
0%
Reduction in time spent on major decisions
0
Average factor categories per decision session
0/5
App Store rating · 1,800+ reviews
App Screens

Key screens, detailed.

A closer look at the core user flows built for this product.

01 / DASHBOARD Decisions ACTIVE DECISION Switch jobs vs. stay? 6 factors - 3 options - 72% clarity FACTOR WEIGHTS Salary High Work-life balance Med Growth High AI RECOMMENDATION Based on your priorities, Option B scores 18% higher overall. Tap to see reasoning + New Decision
02 / EXPLORE Browse Search… ALL ITEMS First result Subtitle Second result Subtitle Third result Subtitle + Add
03 / DETAIL Detail View ACTIVE Field one Value A Field two Value B Status ● Active Take action →
04 / MESSAGES Chat ● Online now Hello! How can I help you today? I need help with my account please. Sure — I can see your account. All looks good! Type a message…
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