FeatureFlow AI

AI/MLIntermediateJan 26, 2026

FeatureFlow AI

AI-powered insights for your feature flag experiments. Make data-driven decisions, faster.

The Problem

Solo developers and small teams often leverage feature flags (e.g., via LaunchDarkly, PostHog, or custom solutions) to release new features incrementally and run A/B tests. However, analyzing the results of these experiments is time-consuming, requires statistical knowledge, and often leads to inconclusive insights or missed opportunities. Manually sifting through analytics dashboards to compare metrics between control and variant groups is tedious. Identifying statistically significant differences, understanding user behavior nuances, or spotting negative side effects across various user segments without a dedicated data analyst is a major bottleneck. This results in slower iteration cycles, missed revenue opportunities due to suboptimal feature rollouts, and increased frustration, effectively wasting 4-8 hours per experiment just on analysis and interpretation, costing small teams valuable development time.

The Solution

FeatureFlow AI provides an intuitive platform that connects directly to your existing feature flagging and analytics services. Users simply select an experiment, specify key metrics (e.g., conversion rate, engagement time, error rate), and FeatureFlow AI's machine learning engine goes to work. It automatically performs statistical analysis, identifies significant differences between feature variants, and generates clear, actionable insights in plain language. The product highlights winning variants, flags potential regressions, and even suggests user segments where a feature performs exceptionally well or poorly. This unique AI-driven approach transforms raw data into strategic recommendations, enabling solo developers and small teams to confidently make data-driven decisions, accelerate their development cycles, and optimize their product without needing a dedicated data science resource.

Tech Stack

Frontend
Next.js 14ReactTailwind CSSshadcn/ui
Backend
Next.js API RoutesSupabase Auth
Database
PostgreSQL (Supabase)
APIs
StripeResendLaunchDarkly APIPostHog APIMixpanel APIGoogle Analytics Data APIAnthropic Claude APIGoogle Gemini API

System Architecture

Database Schema

-- Enable UUID extension for unique IDs
CREATE EXTENSION IF NOT EXISTS "uuid-ossp";

-- Users Table
CREATE TABLE users (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    email TEXT UNIQUE NOT NULL,
    password_hash TEXT, -- For email/password, or NULL for OAuth
    provider TEXT, -- 'email', 'google', 'github', etc.
    provider_id TEXT, -- ID from OAuth provider
    name TEXT,
    avatar_url TEXT,
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE users IS 'Stores user accounts and profiles.';

-- Organizations Table (for teams)
CREATE TABLE organizations (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    name TEXT NOT NULL,
    owner_id UUID NOT NULL REFERENCES users(id) ON DELETE RESTRICT,
    stripe_customer_id TEXT, -- Stripe Customer ID for billing
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE organizations IS 'Represents a team or company.';
CREATE INDEX idx_organizations_owner_id ON organizations(owner_id);

-- Organization Members Table (many-to-many relationship)
CREATE TABLE organization_members (
    organization_id UUID NOT NULL REFERENCES organizations(id) ON DELETE CASCADE,
    user_id UUID NOT NULL REFERENCES users(id) ON DELETE CASCADE,
    role TEXT NOT NULL DEFAULT 'member', -- 'owner', 'admin', 'member'
    PRIMARY KEY (organization_id, user_id),
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE organization_members IS 'Links users to organizations with specific roles.';

-- Integrations Table (for feature flag & analytics providers)
CREATE TABLE integrations (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    organization_id UUID NOT NULL REFERENCES organizations(id) ON DELETE CASCADE,
    type TEXT NOT NULL, -- 'feature_flag', 'analytics'
    provider TEXT NOT NULL, -- 'launchdarkly', 'posthog', 'mixpanel', 'google_analytics'
    api_key TEXT NOT NULL, -- Encrypted API key or OAuth token
    config JSONB, -- Additional configuration (e.g., project IDs, webhook secrets)
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    UNIQUE (organization_id, type, provider)
);
COMMENT ON TABLE integrations IS 'Stores API keys and configuration for third-party services.';
CREATE INDEX idx_integrations_organization_id ON integrations(organization_id);

-- Experiments Table
CREATE TABLE experiments (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    organization_id UUID NOT NULL REFERENCES organizations(id) ON DELETE CASCADE,
    name TEXT NOT NULL,
    description TEXT,
    feature_flag_provider_id UUID NOT NULL REFERENCES integrations(id) ON DELETE RESTRICT, -- Which FF integration it uses
    analytics_provider_id UUID NOT NULL REFERENCES integrations(id) ON DELETE RESTRICT, -- Which Analytics integration it uses
    feature_flag_key TEXT NOT NULL, -- The key for the feature flag in the FF provider
    start_date TIMESTAMP WITH TIME ZONE,
    end_date TIMESTAMP WITH TIME ZONE,
    status TEXT NOT NULL DEFAULT 'draft', -- 'draft', 'running', 'completed', 'archived'
    control_variant TEXT NOT NULL,
    variant_details JSONB, -- e.g., {'a': 'description', 'b': 'description'}
    target_metrics JSONB, -- e.g., [{'name': 'conversion_rate', 'threshold': 0.05, 'direction': 'increase'}]
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE experiments IS 'Details about each A/B experiment being tracked.';
CREATE INDEX idx_experiments_organization_id ON experiments(organization_id);

-- Experiment Results Table (stores summarized AI-generated insights)
CREATE TABLE experiment_results (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    experiment_id UUID NOT NULL REFERENCES experiments(id) ON DELETE CASCADE,
    analysis_date TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    summary_insight TEXT, -- AI-generated summary of findings
    detailed_report JSONB, -- Full AI-generated report (e.g., variant performance, statistical significance, segment insights)
    raw_data_snapshot JSONB, -- Optional: Snapshot of raw data used for analysis (e.g., aggregated metrics)
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE experiment_results IS 'Stores AI-generated analysis and insights for experiments.';
CREATE INDEX idx_experiment_results_experiment_id ON experiment_results(experiment_id);

-- Webhooks Table (for receiving data from FF/Analytics providers)
CREATE TABLE webhooks (
    id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
    organization_id UUID NOT NULL REFERENCES organizations(id) ON DELETE CASCADE,
    integration_id UUID REFERENCES integrations(id) ON DELETE SET NULL, -- Link to integration if applicable
    endpoint_url TEXT NOT NULL, -- The URL where the webhook expects to receive data
    secret TEXT, -- Secret for verifying webhook payloads
    events JSONB, -- List of events this webhook is configured for
    status TEXT NOT NULL DEFAULT 'active', -- 'active', 'inactive'
    created_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP WITH TIME ZONE DEFAULT CURRENT_TIMESTAMP
);
COMMENT ON TABLE webhooks IS 'Manages incoming webhooks from external services.';
CREATE INDEX idx_webhooks_organization_id ON webhooks(organization_id);

API Endpoints

POST/api/auth/signupRegisters a new user.
POST/api/auth/loginAuthenticates a user and returns a session token.
GET/api/userRetrieves the authenticated user's profile.
PUT/api/userUpdates the authenticated user's profile.
GET/api/organizationsLists organizations the user belongs to.
POST/api/organizationsCreates a new organization.
GET/api/organizations/:orgIdRetrieves details of a specific organization.
POST/api/organizations/:orgId/membersInvites a user to an organization.
GET/api/organizations/:orgId/integrationsLists integrations for an organization.
POST/api/organizations/:orgId/integrationsAdds a new integration (FF or Analytics) for an organization.
PUT/api/organizations/:orgId/integrations/:idUpdates an existing integration.
DELETE/api/organizations/:orgId/integrations/:idDeletes an integration.
GET/api/organizations/:orgId/experimentsLists all experiments for an organization.
POST/api/organizations/:orgId/experimentsCreates a new experiment definition.
GET/api/organizations/:orgId/experiments/:idRetrieves a specific experiment's details.
PUT/api/organizations/:orgId/experiments/:idUpdates an experiment's definition.
DELETE/api/organizations/:orgId/experiments/:idDeletes an experiment definition.
POST/api/organizations/:orgId/experiments/:id/analyzeTriggers an AI analysis for a specific experiment.
GET/api/organizations/:orgId/experiments/:id/resultsRetrieves the latest analysis results for an experiment.
POST/api/webhooks/launchdarklyWebhook endpoint for LaunchDarkly events (e.g., flag updates).
POST/api/webhooks/posthogWebhook endpoint for PostHog events (e.g., feature flag changes).
POST/api/stripe/webhookStripe webhook endpoint for billing events.
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