Case 02 / 07Built at Kupa2026
Unlok Insights
AI-written market briefs for retail investors: 16 agents, 9 workflows and a newsroom-style CMS. I lead it.
(01) The client
Read the market news for investors, and keep people in charge of what AI writes about money.
Retail investors drown in market news. Unlok Insights reads it for them and writes short, plain-English briefs: what moved, why, and what happened.
AI writing about money has to be checked. The system needed editors in the loop, versioned prompts and a clear picture of what every model call costs.
(02) What I did
Project lead & primary engineer
- Services
- Web app, AI agents, CMS, Team lead
- Platform
- Web
- Stack
- Next.js 14, Express 5, Drizzle, PostgreSQL, Mastra, Azure OpenAI, AWS Bedrock
- 01
Nine AI workflows and sixteen agents on Mastra produce pre- and post-market briefs, top movers with catalyst detection, and 'What Happened' explainers.
- 02
An editorial CMS with a prompt playground, versioned prompt migrations and per-feature AI cost attribution keeps humans in charge.
- 03
I lead the project and a team of three interns, owning the web app, API, database and the Docker → AWS release pipeline.
(03) The live product
Live at insights.unlok.com
- 01
16 agents in production
Briefs, movers, catalysts and explainers, written by agents, with editors able to edit, regenerate or archive any of them.
- 02
Prompts as code
A playground, versioned migrations and model selection, all tracked.
- 03
Korean, 2FA and promo codes
Full Korean localisation, sign-in with an authenticator app, and promo codes for launches.
- 04
225+ PRs in six months
Shipping weekly while leading three interns.
(04) Try it
Watch an agent write
Press Run to start the brief pipeline
- 01Market data + news
- 02Mastra agents
- 03Editor review
- 04Published
Pre-market brief
IdlePress run to generate this morning's brief.
Sample output, illustrative only.
(05) True today
Where it stands now
Insights publishes AI-written market briefs every trading day, with an editorial CMS behind them.
- AI agents in production
- 16
- AI content workflows
- 9
- merged PRs in ~6 months
- 225+
Want something like Unlok Insights?
Tell me what you need, a new product or a fix for one you already have. I'll reply within a day with honest next steps.
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