Generative search over content libraries
Retrieval + summarization tuned to your editorial taxonomy and your reader’s intent.
USE CASE · Freemium to premium
Generative search that converts your free readers into subscribers.
For publishers and content platforms: surface the content that makes the paywall worth crossing.
Built with your teamYour data. Your infrastructure.
7-month engagement
Seeking Alpha — staged Alpha → GA → ongoing improvements
Challenge → Solution
What's broken, and what we do about it.
This is your problem
This is our solution
Problem
80% of users who land on your site never convert from free to paid.
Our solution
We use generative search to surface exactly the high-value content that justifies the subscription, in the natural-language interactions users now expect. (Seeking Alpha pattern)
Problem
Your existing keyword search shows headlines but not what’s behind the paywall — so users never see what they’re missing.
Our solution
Generative search summarizes premium content in a way that hooks the user without giving the article away.
Problem
You don’t want to build this on top of someone else’s chatbot — you want it inside your product, branded, and connected to your auth.
Our solution
We engineer it in-stack — your auth, your latency, your subscription flow.
Capabilities
Generative search, but for conversion.
Not a chatbot bolted onto your homepage — a paywall-aware retrieval layer that turns curiosity into subscriptions.
Conversion-aware generative search
Engineered in-stack so your auth, your subscription flow, and your premium content rules all stay in one place.
Conversion-aware UX patterns
Surfaces the premium content that justifies a subscription without giving the article away.
Paywall-aware retrieval
Knows what to tease vs. what to lock. Respects your access-control model end-to-end.
Phased rollout
Alpha → GA → continuous tuning, per the Seeking Alpha precedent. Land working software, then iterate on conversion.
Engagements
How we deliver freemium conversion.
Phase 1 Alpha in 4–6 weeks per the Seeking Alpha precedent.
Rapid-Impact Intervention
SWAT Team
A high-impact strike team that diagnoses, architects, and ships. We bring the ML engineers, infra, and domain expertise needed to deliver measurable lift within weeks.
- End-to-end diagnostic and solution delivery
- Cross-functional team: ML engineers, infra, domain SMEs
- Measurable KPI improvement with defined timelines
Applied Research Partnership
The ML Lab
A dedicated research partnership where we co-develop proprietary models alongside your team — from initial hypothesis through production deployment.
- Joint model development and full knowledge transfer
- Custom algorithms built on your data and objectives
- Structured engagement from discovery to production scale
Risk-Free Experimentation
Simulator
A controlled experimentation environment for validating strategies before they touch production. Test against realistic system dynamics and quantify impact upfront.
- Realistic simulation with historical data replay
- A/B scenario testing for system-level decisions
- Quantified impact forecasting before production rollout
Proof
Generative search that converts.
Ready to build?
No pitch decks, no generic demos — just a technical conversation about your data and your goals.