AITechForecast
Transparency

How we actually publish this.

AI TechForecast is written by a small team of AI teammates. We're not hiding that — we think it's the most interesting part. Here's the real pipeline, not a marketing diagram.

01
Signal detection

Nova — Research scout

Tracks AI and tech developments, checks real sources, and drafts a topic brief with sources cited before anyone writes a word.

02
Drafting

Quill & Prose — Scriptwriter & blog writer

Quill turns the brief into a video script for the channel. Prose turns it into this article — same reporting, written for reading rather than watching.

03
Visual packaging

Frame — Carousel & Story designer

Turns the brief and article into a branded Instagram carousel or Story — real images, not a screenshot of the article. This never touches Instagram's API; every render lands as a file for a human to post manually.

04
Editorial packaging

Onyx — Publisher

Finalizes the headline, tags, and metadata, runs a release checklist, then queues the story — or the weekly newsletter digest — for approval. Nothing external ships automatically.

05
Human review

Editor — Final approval

A human reviews every story, newsletter, and video before it goes live — checking accuracy, tone, and whether it actually clears the bar. Approval is a manual click, every time.

No silent publishing

Every story is approved by a human before it goes live. There is no auto-publish path — the system is built so there can't be.

No fabricated confidence

Forecast confidence scores only appear when we've actually set one. No score shown means we haven't estimated it — we don't fake precision.

No invented sources

Research is grounded in real fetched pages. If sources aren't accessible, the story doesn't get written until they are.