
Overstand · Tekton and Praxis
Deliver your next Databricks use case in weeks, not quarters.
Overstand builds software that helps organizations deliver data and AI projects much faster. Tekton builds and manages your Databricks platform. Praxis turns business requirements into working pipelines, dashboards and reports on top of it. Your team makes the important decisions, and every result is tested.
Run complete
Illustrative
Update reports for a new regulation
01
02
03
04 · Verify
- Requirements traced to source
- Decision approved by your team
- Proof ready for auditors
Runs securely inside your own systems and works with the AI tools you already use.
01
Specify
Define what the business needs
02
Understand
Learn what your data means
03
Deliver
Build the changes within your rules
04
Verify
Test the result and keep the proof
Use Cases
Watch a real use case, start to finish.
Each walkthrough takes about 90 seconds. It follows one real business question from scattered data to a clear answer you can check. Pick your industry and press play.
- 5 walkthroughs
- 3 industries
- About 90 seconds each
- No sign-up
- Every month, the same question.Energy · Renewables1:29
- Every call you make runs on your data.Energy · Oil and Gas1:32
- A discrepancy is found. The clock starts.Financial Services · Banking1:30
- A rule says what must be true.Financial Services · Banking1:28
- Approved extras, not yet billed.Construction · General Contracting1:35
Two more in production: Telecommunications and Healthcare.
Our products
Two products. Results you can prove.
Together, they reduce the engineering effort it takes to move from an idea to a dependable production result. Both run inside your own systems, and your people stay in control of every decision.
Tekton
Your Databricks, built right and kept right.
Builds and manages the Databricks foundation for your data and AI work, on Azure, AWS or Google Cloud. Your team approves every change, and the platform stays yours.
- Controls in place from day one
- Every change approved and recorded
- Spend with an owner
Praxis
From business goal to proven result.
Turns business requirements into working, tested solutions: data pipelines, dashboards and reports. AI does much of the work. When a decision needs human judgment, Praxis asks a person and records who made the call.
- Specify
- Understand
- Deliver
- Verify
The problem we solve
Companies are spending on AI. Few are seeing the results they expected.
The issue is rarely the AI itself. It is how the work gets done. A business goal passes through many hands before it becomes a working system, and at each handoff meaning is lost, time slips away and it gets harder to say who approved what. Adding AI to each step makes people a little faster, but the underlying problem stays the same.
Goals are not clearly defined
Leaders know the result they want, but the requirements, rules, terms and the definition of “done” are spread across different people and documents.
Work is split across too many hands
Analysts, architects, engineers, testers, compliance and operations teams each use their own tools. Every time the work changes hands, it has to be explained again and details get lost.
Proof comes too late
Testing usually happens at the very end. Teams can show they did the work, but they struggle to show it delivered the result the business actually approved.
Why Overstand
We build working software, not just advice.
Our work ends in systems that run, not in a list of recommendations. We look past the first request to understand the business decision behind it and how your organization really operates. Then we build software that solves it, and what we learn goes back into our products.

01
Product first
Reusable software
We solve real problems for clients and turn what we learn into software that others can use. You get a proven product, not a custom project built from scratch or an AI experiment.
02
Built for trust
Controls from day one
Approvals, audit records and clear human accountability are part of the design from the start, not added on later.
03
Senior team
Based in Canada and accountable
Experienced people work directly with you on the parts of the work that call for trust and sound judgment.
04
Vendor neutral
Works with your AI tools
Praxis runs with Claude, Codex and Genie Code. You can switch AI models and your controls stay in place.
Claude
Codex
Genie Code
05
Made to fit
Your standards, built in
Praxis follows your own best practices on every run, so the work matches how your team already builds.
Databricks
Built for Databricks first.
Many large organizations already run their data on Databricks, so our products are built to work with it first. Tekton builds and runs your Databricks platform, and Praxis delivers use cases on top of it. Both work inside your own Databricks, with your own logins, permissions and audit tools, and your team approves every change.
Builds and runs the platform
Tekton
Build
Run
Control
Delivers the use cases
Praxis
Goal
Work
Proof
Your Databricks
Stays yours
- Logins
- Permissions
- Data Catalog
- Audit tools
Who it is for
Any organization where important decisions rely on data.
Managing data and AI risk is not limited to one industry. Our products help any organization where important decisions depend on data. Some industries feel the pressure first, but the need is the same everywhere.
Finance
Banking, capital markets and insurance
Turning data and AI plans into real results, with the controls regulators expect.
Energy
Utilities and power grids
The same need for reliable data and careful decisions, with a different regulator.
And more
Healthcare, public sector and beyond
Wherever important decisions rely on data, the same problem shows up.
Watch a walkthrough for your industry.

Book a demo
Build the outcome.
Prove it worked.
Bring us one business problem. We will show you how our products handle it in your own environment, so you can judge the results before deciding to go further. No generic AI sales pitch.