Unify Excel, SQL, and on-prem systems into one source of truth — then build the AI that turns it into margin. We measure results in millions, not slides.
Private LLMs chatting across unified internal documents, with full citations.
Trusted by enterprise leaders across industries
Client names under NDA
Products
Each product works standalone or together — unified by a single data layer your team already understands.
Connect SharePoint, SQL databases, Excel files, and legacy systems — then ask questions in plain English. Your team gets instant, cited answers without learning a new tool.
Point-and-click data processing, ML model training, and dashboards — without the six-figure platform license. Built for analysts who want results, not vendor lock-in.
Upload a transactions file and get formatted, customer-ready invoices in seconds. No more manual spreadsheet wrangling at month-end.
The software we ship
Not a slide deck. Not a PowerPoint roadmap. A unified data platform with private AI on top, running on your infrastructure, owned by your team.

Unified data layer
Pulled from SharePoint, Salesforce, Google Drive, legacy file shares, and on-prem databases. Chunked, indexed, versioned, and made queryable by the private LLMs we build on top.
Pull from SharePoint, Salesforce, Google Drive, S3, and legacy file shares. Chunked, indexed, and deduplicated automatically.
Fine-tuned models running on your infrastructure. Your documents never leave your network.
Every answer is cited back to the source. Every ingest is logged. Every query is traceable.
Proof
We're measured by margin, not dashboards. Here's what that looks like across three industries. Client names under NDA.
Case Study
Pricing automation for a Fortune 500 manufacturer
Challenge
Inconsistent pricing models and legacy data architectures made it nearly impossible to identify the right price and margin per customer.
Solution
Migrated and consolidated millions of records from legacy systems into a unified SQL database, then layered automated pricing and gross-margin analytics on top.
Case Study
Sales & pricing automation for a NASDAQ-listed security company
Challenge
Pricing data was manually sourced from Salesforce, Excel, and SQL databases — slowing execution, introducing errors, and blocking margin analysis.
Solution
Built an automated pricing system that unified disparate data into a single source of truth and generated accurate product-level margin insights based on customer.
Case Study
Guest data unification for an international hotel group
Challenge
Property data was not standardized, making it difficult for marketing and guest-experience teams to deliver a seamless, personalized guest experience.
Solution
Deployed cloud and on-prem servers running custom data cleaning logic, leveraged private LLMs for guest enrichment, and consolidated everything into one SQL database.
How we work
One repeatable wedge, applied across industries from food ingredients to hospitality to security technology.
We map your data sprawl — every Excel workbook, SQL table, Salesforce object, and on-prem system that touches the workflow you care about.
We connect your systems and automate the workflows your team currently runs by hand — pricing engines, margin analytics, customer models, private LLMs, and more.
We measure success in dollars saved, hours reclaimed, and customers identified — not slides. And we keep iterating until the ROI compounds.
Next step
30 minutes. No slides. We'll help identify the highest-leverage AI workflows.
Typical engagements start with a fixed-price discovery sprint.