The work

Systems we've shipped.
Systems we ship.

Two kinds of entries, honestly labeled. Case studies are delivered projects, running in production, anonymized by industry — numbers available with references on a call. Blueprints are the systems we deploy for a problem: the architecture, the delivery shape, and what to expect — not claims about named clients. Most blueprints cite documented, sourced industry deployments as evidence the system class works at scale.

Case study — in production Solution blueprint

Machine learning & AI

Case study · in production

4,900+ properties a day, structured

Rent intelligence from the open web

A tiered extraction platform turning thousands of property websites into clean unit-level pricing data daily — deterministic parsers first, LLMs only where they earn their cost.

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Case study · in production

Every sales tour, scored and coached

AI coaching on real conversations

Speech-to-text plus LLM scoring with hallucination guardrails — turning recorded leasing tours into cited, audited coaching for every associate.

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Case study · in production

Who said what, on messy real-world audio

Voiceprint diarization as a service

A GPU-served voiceprint pipeline that fixes the speaker-attribution errors generic transcription APIs make on real-world, multi-speaker recordings.

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Blueprint

Documents in, structured data out, accuracy measured

Invoice / KYC / contract extraction pipeline

An extraction pipeline for the documents your ops team retypes today — with per-field confidence, eval sets, and human review only below threshold.

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Blueprint

Your knowledge, answering with citations

Retrieval-augmented internal assistant

An assistant over your docs, tickets, and wikis that answers with sources — permission-aware, eval-tested, and honest when it doesn’t know.

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Blueprint

A catalog that describes itself

LLM catalog enrichment & semantic search

LLM pipelines that clean, complete, and standardize product data at catalog scale — then the semantic search and discovery experience that good data finally makes possible.

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Blueprint

Every clause, extracted and accountable

Contract intelligence & review automation

Clause extraction, risk flagging, and portfolio-wide contract analysis with citations back to the page — built for legal and finance teams drowning in agreements.

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Data & analytics

Case study · in production

The state of the business, twice a day

Automated executive ops digest

A scheduled digest that compiles product, tour, and staff activity into an email leadership actually reads — no dashboard login required.

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Case study · in production

The dashboard was undercounting. Every table.

Metrics pipeline audit & backfill

A status-definition drift meant every snapshot table undercounted activity — found, fixed, enriched, and backfilled against production without downtime.

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Blueprint

Forecasts you can argue with

Demand & revenue forecasting pipeline

Baseline-first forecasting with honest backtests — inventory, staffing, or revenue — served where decisions happen, retrained on schedule.

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Blueprint

One place where the numbers agree

Analytics warehouse & metrics layer

ELT into a governed warehouse with tested transformations and one metrics layer — so every dashboard and the CEO’s spreadsheet say the same thing.

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Blueprint

Know the market’s price before you set yours

Competitor pricing intelligence

Continuous, structured monitoring of competitor pricing and availability — built on the same extraction discipline as our production rent-intelligence platform.

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Blueprint

The miles, minutes, and fees you never see

Logistics optimization & operational agents

Route and yard optimization plus AI agents for the phone-and-email drudgery of logistics — scheduling, follow-ups, status chasing — measured in miles, hours, and detention fees saved.

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Blueprint

Machines that warn you before they stop

Predictive maintenance & AI quality control

Sensor-driven failure prediction and ML quality inspection for production environments — capacity recovered from breakdowns you didn’t have, defects caught without inspecting everything.

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Payments & fintech

Case study · in production

A finance back office without the back office

Invoicing, payables & reconciliation automated

Config-driven generators for receivables, payables, and salaries — plus bank-to-ledger reconciliation with tax rules encoded, replacing hours of monthly spreadsheet work.

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Blueprint

Three-way reconciliation, down to the exceptions

PSP ↔ bank ↔ ledger reconciliation system

A reconciliation engine matching processor payouts, bank statements, and your ledger — deterministic matching first, AI on the long tail, humans only on true exceptions.

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Blueprint

One checkout, many processors, no lock-in

Payment orchestration layer

A routing layer over multiple payment providers — smart retries, failover, and per-method routing — so authorization rates rise and no single PSP owns you.

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Blueprint

Fraud review with the reading already done

Anomaly detection + AI case summaries

Rules and models flag suspicious activity; an LLM assembles the case file with evidence; your analysts decide — faster, with everything in front of them.

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Blueprint

Billing that survives your pricing ideas

Subscription & usage billing engine

Metering, proration, invoicing, and dunning built to let pricing evolve — seats today, usage tomorrow, hybrid next quarter — without a rewrite.

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Blueprint

Onboarding in minutes, compliance intact

KYC & customer onboarding automation

Document verification, identity checks, and account-opening workflows automated end to end — with the audit trail regulators expect and humans only on true exceptions.

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Automation

Blueprint

First drafts for every ticket

Support copilot inside your helpdesk

An assistant that drafts replies inside Zendesk/Intercom/Front from your macros, docs, and past tickets — agents approve, edit, or discard.

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Blueprint

Every inbound lead, worked in minutes

AI lead qualification & routing

An agent that reads inbound leads, enriches and scores them against your ICP, drafts the first response, and writes everything back to the CRM.

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Blueprint

Find the hours before buying the platform

Automation audit & first pipelines

Two weeks inside your real workflows to find where hours actually leak — ending with one automation shipped and a ranked roadmap, not a slide deck.

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Blueprint

Claims decided in minutes, not weeks

Insurance claims & underwriting intake automation

Document-to-decision pipelines for claims and broker submissions — rules and models handle the clean majority, adjusters and underwriters get pre-built case files for the rest.

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Blueprint

Tier-1 support that resolves, not deflects

Autonomous service-desk automation

A resolution agent for the routine majority of support traffic — wired into your real systems so it can actually fix things, with hard guardrails and clean escalation for everything else.

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Blueprint

Clinicians back with patients, paperwork handled

Healthcare documentation & prior-auth automation

Ambient documentation and prior-authorization automation for provider organizations — the two highest-volume paperwork burdens in healthcare, both with published results at scale.

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