Solutions
The same four agents, pointed at different problems. Start from the job you need done, or from the seat you sit in.
What people actually bring us
Five jobs the suite is built to finish, and which agent leads on each.
Legacy migration
An Oracle estate nobody fully documented has to move to Delta Lake, and the scoping alone is measured in months of manual reading.
Governance & compliance
Data leaves the building constantly — exports, extracts, partner feeds — and nobody can check every file by hand before it goes.
Pipeline reliability
Loads break on upstream changes at 3am, and the choice is between waking someone up or letting a tool guess quietly and get it wrong.
Self-serve analytics
Every question about the business queues behind the data team, and by the time the answer lands the decision has been made without it.
Cloud migration & reconciliation
The move itself is only half of it. Afterwards someone has to prove the new numbers match the old ones, and keep them matching.
Where you’d start
Everyone gets all four agents. This is which one earns its keep first, depending on the seat you sit in.
You have the questions and none of the SQL. Start with Analyst — ask in plain English, get an Excel-ready answer, and see the query it ran.
Start with AnalystYou are accountable for what leaves. Start with Guardian — scan before it ships, and get a signed report rather than a spreadsheet of maybes.
Start with GuardianYou carry the pager. Start with Engineer — overnight loads that repair what they safely can and stop on what they can’t.
Start with EngineerYou inherited the estate. Start with Modernizer — it reads the schema you actually have and writes the migration you have to review anyway.
Start with ModernizerYou are signing for it. Start with the business case — what changes before and after, in the terms a budget conversation actually uses.
See the business caseYou need it inside your own network, with every action scored and logged and audit retained to your policy. That’s the Enterprise tier.
See EnterpriseWhere this work happens
The sectors the suite is built around, and the pressure specific to each.
Financial services
Reporting that has to reconcile, and exposure that has to be found before an audit finds it.
Healthcare
HIPAA obligations on data that still has to move between systems and reach the people who need it.
Aviation
Operational data across routes, crew and cost, where a stale number is an expensive decision.
Manufacturing
Supply chain and production data spread across systems that were never designed to agree.
Retail & e-commerce
Customer and order data at volume, where the question changes faster than the pipeline can.
Technology & SaaS
Cloud-native stacks that grew fast, and now need governance that didn’t grow with them.
Plug in, pick agents, run
Point it at a source. Choose what runs. Collect the answers.
Proven impact across industries
Raw data transformed into strategic intelligence — powering measurable outcomes across six major sectors.
Financial services
Healthcare
Aviation
Manufacturing
Retail & e-commerce
Technology & SaaS
Everything you need to lead with data
From engineering to AI integration — our practice areas cover the full modernization lifecycle.
Data platforms & engineering
Intelligence & insights
Analytics & AI integration
Process efficiency & automation
Compliance & security by design
Agile & collaborative delivery
From the first question to the bottom line
The same sequence the live demo walks through.
- Day 1 Connected and answering Usable in minutes
- Day 2 You know your exposure Risk caught pre-ship
- Day 3–5 Loads stop paging you 0 nights interrupted
- Onwards Migration has a plan 34 of 43 columns mapped
The business, before and after
Four agents, but one story — what changes when the whole business runs on one shared understanding of its data.
What each agent is worth
Measured inside the product, not projected.
Counted, not estimated. Every figure above comes from a run that ships inside the app — the files, the questions and the findings are all in there.
Start it yourself →Not sure which one you need?
Tell us what’s slowing you down and we’ll tell you which agent to start with.