AnalystOS Roadmap

From prototype lab to recruiter marketplace.

A staged product path for turning AnalystOS into a free-core job-ready analytics lab where learners practise real analyst tasks, build portfolio-ready proof, and become discoverable to recruiters.

Current Direction

Keep the premium simulation feel, then make the proof loop durable enough for real learner progress and recruiter trust.

Free core
Practice labs
Recruiter signal
01

Proof of concept

Current Prototype Stage

Live now

AnalystOS currently demonstrates the cinematic learner experience, protected prototype auth, the SQL lab workspace, and recruiter-facing proof surfaces.

Key outcomes

Premium marketing surface and prototype access
Protected dashboard and lab routes
Mock SQL engine, readiness checks, and case-study proof
02

Core product

MVP Stage

Next build

The MVP turns the prototype into a focused free-core product with persistent learner state, clearer onboarding, and a reliable task-to-proof loop.

Key outcomes

Persistent user workspaces
Structured onboarding and learner profile setup
Stable submission model for lab progress
03

Skill depth

Practice Lab Stage

Planned

Practice labs expand beyond churn analysis into repeatable analyst missions across SQL, business diagnosis, experimentation, and stakeholder communication.

Key outcomes

Multiple scenario-driven analytics labs
Progressive hints and evaluator feedback
Skill signals mapped to job-ready competencies
04

Proof quality

Portfolio + Review Stage

Planned

Learners convert lab outputs into polished public artifacts, receive review feedback, and improve the clarity of their recruiter-facing evidence.

Key outcomes

Portfolio-ready case-study builder
Review queues and revision history
Public proof pages with metrics and narrative quality
05

Talent discovery

Recruiter Marketplace Stage

Future

Recruiters discover candidates through proof-of-skill, compare work samples, and shortlist learners based on demonstrated analyst execution.

Key outcomes

Recruiter search and shortlist workflows
Candidate proof profiles and skill filters
Marketplace analytics for hiring signal quality