Applied software laboratory

Software built to prove its value.

Logic Hangar turns operational friction into focused B2B software—then validates every build against real workflows, measurable economics, and evidence that survives scrutiny.

01 / What we pursue

Narrow problems with measurable consequences.

A / 01

Revenue leakage

Reconcile the systems that record cost, usage, entitlement, and billing—then surface exact exceptions with reproducible math.

A / 02

Fragmented data

Turn scattered exports, APIs, directories, and operational records into a dependable decision layer.

A / 03

Manual bottlenecks

Automate repetitive analytical work while keeping consequential decisions visible and under human control.

02 / Flight-test protocol

Ideas do not graduate on enthusiasm.

Observe

Find a costly, recurring operational exception and identify the source systems that can prove it.

Build

Create the smallest dependable workflow that converts raw records into an actionable result.

Verify

Test data access, buyer reachability, automation leverage, and economic value before scaling.

Earn the runway

Advance what produces evidence. Rework or retire what does not. No sunk-cost mythology.

03 / Current build

Deterministic recovery, not another dashboard.

Prototype / pilot development

Microsoft CSP Margin Leak Reconciler

A reconciliation engine for managed service providers. It compares Microsoft Partner Center costs with PSA invoices and customer contracts to identify precise, reviewable billing exceptions.

PythonSQL / DuckDBDeterministic joinsHuman approval
Seat quantity mismatchReview
Orphan subscriptionReview
Below-contract rateReview
Unbilled usage overageReview

Illustrative exception categories. All adjustments require operator review.

04 / Build standard

Precise enough to inspect. Useful enough to deploy.

Evidence before narrative

Every material claim should trace back to a source record, join key, rate, or observable workflow event.

Automation by design

Software handles repeatable collection and analysis; human attention is reserved for exceptions and decisions.

Consequences stay visible

We favor reviewable drafts, reconciliations, and signals over black-box actions with hidden liability.

Products earn permanence

A build continues only when users, economics, reachability, and technical leverage support it.

05 / Open a work order

Have an operational problem hiding in exports, invoices, or disconnected systems?

Tell us where the records live, what fails to reconcile, and what a verified exception is worth.

hello@logichangar.com ↗