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Architecture Confidence Engine

Build Better Software Before You Write Code.

DevOS interviews your product, scores every architecture layer against proven patterns, models the cost and security envelope, and records each decision permanently — so the build starts from a defensible plan instead of a guess.

Start free See pricingLive demo below — real interface, fictional portfolio.

Read-only demo workspace

Portfolio dashboard

This is the real DevOS surface running on a fictional portfolio. Sign in to run it on your own product — your data is isolated to your account.

Demo data — nothing is saved

Portfolio architecture score

88

Across 5 fictional products

Decisions recorded

48

Every one versioned and reversible

Technical debt index

11%

Weighted by project size

Monthly infra envelope

$1.4k–$2.7k

Modelled before a line of code

Projects

Every product, its phase, architecture score and modelled infrastructure cost.

  • Atlas AI

    BuildingAI Agent Platform

    Multi-agent research workspace with retrieval, evaluations and human review gates.

    Score

    92

    Debt

    8%

    Cost/mo

    $340–620

  • Harbor Market

    BlueprintMarketplace

    Two-sided logistics marketplace with escrow payouts and dispute workflows.

    Score

    87

    Debt

    14%

    Cost/mo

    $210–450

  • Northwind Ledger

    BlockedFinTech

    Double-entry accounting core; blocked on data residency and audit retention policy.

    Score

    74

    Debt

    26%

    Cost/mo

    $480–910

  • Vela Health

    InterviewHealthcare

    Clinician scheduling and PHI-safe messaging, currently in requirements capture.

    Score

    61

    Debt

    5%

    Cost/mo

    $260–540

  • Orbital Desk

    LiveInternal Tools

    Operations console for support triage, shipped from blueprint in nine days.

    Score

    95

    Debt

    4%

    Cost/mo

    $90–180

Founder inbox

What needs a human decision today.

  • Blocked

    Northwind Ledger: retention window unresolved

    Blueprint export is blocked until an audit retention policy is chosen.

  • Review

    Harbor Market: payments alternative available

    A lower-fee escrow path scored within 3 points of the current choice.

  • Update

    Atlas AI: build artifacts refreshed

    Cursor rules and Claude briefs regenerated after the vector store change.

Recent decisions

Scored, versioned, reversible.

  • Frontend

    94%

    Next.js + TypeScript

    Team fluency, SSR for SEO surfaces, mature hosting story.

  • Backend

    91%

    Managed Postgres + serverless functions

    Traffic is bursty; no long-running workloads in scope.

  • Auth

    96%

    Managed auth with row-level security

    Multi-tenant isolation required from day one.

  • Payments

    88%

    Stripe Connect

    Marketplace payouts with split settlement.

  • AI

    83%

    Model gateway with fallbacks

    Avoids single-vendor lock-in on inference pricing.

Run this on your own product

The interview, blueprint, ledger and build pipeline unlock the moment you sign in.

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Interview, not a blank page

An adaptive interview captures users, capabilities, data sensitivity, compliance and constraints — branching as your answers change.

Scored recommendations

Every layer gets a confidence score built from template fit, historical outcomes, compatibility and best practice — with alternatives and upgrade paths.

A record you can defend

The Decision Ledger keeps every choice, override and reason, versioned — so six months later you know exactly why the stack looks like this.