PRODUCT / INTERNAL BUILD

AI Equity Research Platform — ML Scoring & Signals

Stop manual Excel equity research — scoring, forecasts and actionable signals on Vue 3 + FastAPI.

Vue 3FastAPIMLResearchPWA

This page embeds the official walkthrough on unifiedPBX.in — the canonical watch page for search and AI crawlers.

Type
PRODUCT · INTERNAL BUILD
Video
YouTube product demo
Stack
Vue 3 · FastAPI · ML · Pinia
Proof
YouTube walkthrough · linked case study

Watch the demo

Open on YouTube → · Full playlist

What this demo shows

Direct answer: CSV/Excel → factor scores, ML forecasts, Action Center signals and investment memos. The recording is the system — not a slide deck. Architecture: AI Equity Research case study.

  • CSV/Excel upload and column mapping into the research pipeline.
  • Factor scoring, ML forecasts, regime context and Action Center signals.
  • Investment memos and segment playbooks — research software, not a broker.

What this is not

  • Not a slide deck or logo animation — the recording is the running product.
  • Not a hosted tenant you can subscribe to on this domain.

Client names stay off public pages where work is confidential. Figures on screen are from demo or evaluation data unless a linked case study says otherwise.

Video chapters

Jump points for humans and crawlers. Timestamps open the same recording on YouTube.

FocusWhat you will see
IngestCSV/Excel upload and column mapping into the research pipeline.
Score & forecastQuality/Growth/Value/Risk scoring with ML multi-horizon outlook.
ActionAction Center signals, memos and segment playbooks — not a broker seat.

Who should watch

  • Product owners commissioning custom web applications
  • SaaS founders who need tenancy, billing and admin surfaces

Technology in the recording

  • Vue 3
  • FastAPI
  • scikit-learn
  • Pinia / PWA

On this site

Case study, service or article for the same system.

AI Equity Research case study →Foliolytics portfolio case →Engineering article → About Pankaj Joshi → All demos →

YouTube

Watch on YouTube →

Working-system playlist →

Questions this demo answers

No. UnifiedPBX.in is a consulting and build practice. The recording is software you would operate or commission — not a public tenant login.

A working-system walkthrough of the AI equity research terminal — upload, scoring, signals and memos, not a marketing reel.

See AI Equity Research case study for architecture, engines and honest gaps.

Yes. Share the current stack and the slice you need through the contact form. The first reply is architecture — not a generic quote.

Related demos

Building something in this class?

Share the workflow, current stack and constraints. The first reply is an architecture-minded review.

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