Intelligent Automation for Your Unique Workflows
Your back-office runs on disconnected data, forcing your team into spreadsheets. Our platform cleans, connects, and reconciles it, delivering reliable automation for critical processes like billing and reconciliation.
Intelligent Automation for Your Unique Workflows
Your back-office runs on disconnected data, forcing your team into spreadsheets. Our platform cleans, connects, and reconciles it, delivering reliable automation for critical processes like billing and reconciliation.


The Hidden Risks in Manual Workflows
The Hidden Risks in Manual Workflows
The Hidden Risks in Manual Workflows
Brittle Spreadsheet Workflows
Brittle Spreadsheet Workflows
When your unique business logic has no system to call home, it ends up in spreadsheets. This creates a month-end blur of exporting CSVs and frantic VLOOKUPs, making your most critical processes fragile and hard to audit.
When your unique business logic has no system to call home, it ends up in spreadsheets. This leads to a month-end blur of exporting CSVs, frantic VLOOKUPs, and manual data entry. Your most critical processes become fragile, hard to audit, and dependent on one person's tribal knowledge. (
Hidden Revenue Leakage
Hidden Revenue Leakage
It only takes one data inconsistency between your CRM and your payment system to cause a costly billing error. This small crack in the process leads to revenue leakage, customer disputes, and hours of wasted time tracking down the source.
It only takes one data inconsistency between your CRM and your payment system to cause a costly billing error. This small crack in the process leads to revenue leakage, customer disputes, and hours of wasted time tracking down the source.
Lack of Trust in the Numbers
Lack of Trust in the Numbers
This combination of opaque logic and potential data errors creates a minefield of uncertainty. So when the board asks a simple question, the answer requires hours of manual digging to prove the numbers are correct, slowing down critical business decisions.
When your unique business logic has no system to call home, it ends up in spreadsheets. This leads to a month-end blur of exporting CSVs, frantic VLOOKUPs, and manual data entry. Your most critical processes become fragile, hard to audit, and dependent on one person's tribal knowledge. (
Automate Workflows
Automate Workflows
Automate Workflows
From Manual Process to Intelligent System
True automation isn't possible without a system that understands the messy reality of your business. Our platform connects directly to your systems of record—your CRM, ERP, and payment processors. Our AI agent then learns your unique logic for matching, reconciliation, and validation. The result isn't a rigid script, but an intelligent, auditable workflow that delivers a single, trusted output for your most important tasks.

Your Entire Stack, Connected
Your Entire Stack, Connected
Your Entire Stack, Connected
Connect to your systems
Our flexible platform connects to your data wherever it lives. From modern APIs to CSV exports and internal databases, we configure the connections needed to power your unique workflows.








































how it works
Your Path to Automation
how it works
Your Path to Automation
how it works
Your Path to Automation
Discover & Map
We start with a deep dive into your current process. We sit with your team to map out every data source, transformation, and piece of business logic required to get the job done right.
Discover & Map
We start with a deep dive into your current process. We sit with your team to map out every data source, transformation, and piece of business logic required to get the job done right.
Discover & Map
We start with a deep dive into your current process. We sit with your team to map out every data source, transformation, and piece of business logic required to get the job done right.
Train & Validate
Our team configures your AI agent, teaching it your specific rules. We then run it in parallel with your manual process to validate every output, ensuring 100% accuracy.
Train & Validate
Our team configures your AI agent, teaching it your specific rules. We then run it in parallel with your manual process to validate every output, ensuring 100% accuracy.
Train & Validate
Our team configures your AI agent, teaching it your specific rules. We then run it in parallel with your manual process to validate every output, ensuring 100% accuracy.
Deploy & Monitor
Your automated workflow runs on autopilot. Your team has a dedicated dashboard to monitor runs and audit results, giving you complete visibility and control without the manual effort.
Deploy & Monitor
Your automated workflow runs on autopilot. Your team has a dedicated dashboard to monitor runs and audit results, giving you complete visibility and control without the manual effort.
Deploy & Monitor
Your automated workflow runs on autopilot. Your team has a dedicated dashboard to monitor runs and audit results, giving you complete visibility and control without the manual effort.
why us
An Intelligent Platform Guided by Experts
why us
An Intelligent Platform Guided by Experts
why us
An Intelligent Platform Guided by Experts
An AI Agent, Not Brittle Rules
Our platform uses semantic understanding to handle the 'fuzzy' matching that breaks other tools. It correctly identifies that 'Northwest Plastics' and 'Northwest Plastic Surgery' are different companies, eliminating the manual checks you hate.
An AI Agent, Not Brittle Rules
Our platform uses semantic understanding to handle the 'fuzzy' matching that breaks other tools. It correctly identifies that 'Northwest Plastics' and 'Northwest Plastic Surgery' are different companies, eliminating the manual checks you hate.
An AI Agent, Not Brittle Rules
Our platform uses semantic understanding to handle the 'fuzzy' matching that breaks other tools. It correctly identifies that 'Northwest Plastics' and 'Northwest Plastic Surgery' are different companies, eliminating the manual checks you hate.
A Computational Graph, Not Fragile Scripts
Every number we produce is fully traceable. Your entire workflow is represented as a resilient, auditable graph—not a fragile script—giving you, your team, and your auditors complete confidence from source to report.
A Computational Graph, Not Fragile Scripts
Every number we produce is fully traceable. Your entire workflow is represented as a resilient, auditable graph—not a fragile script—giving you, your team, and your auditors complete confidence from source to report.
A Computational Graph, Not Fragile Scripts
Every number we produce is fully traceable. Your entire workflow is represented as a resilient, auditable graph—not a fragile script—giving you, your team, and your auditors complete confidence from source to report.
A Guaranteed Outcome, Not a DIY Project
You get the power of a custom AI system without the internal engineering headache. Our expert team handles the entire implementation—from discovery to deployment—to deliver a production-grade workflow that is perfectly tailored to your business.
A Guaranteed Outcome, Not a DIY Project
You get the power of a custom AI system without the internal engineering headache. Our expert team handles the entire implementation—from discovery to deployment—to deliver a production-grade workflow that is perfectly tailored to your business.
A Guaranteed Outcome, Not a DIY Project
You get the power of a custom AI system without the internal engineering headache. Our expert team handles the entire implementation—from discovery to deployment—to deliver a production-grade workflow that is perfectly tailored to your business.
meet the team
Your Partners in Automation
meet the team
Your Partners in Automation
meet the team
Your Partners in Automation

Gene Hong
Gene is a data & AI product leader with a background in data analytics specializing in deploying agentic AI to solve complex automation challenges.

Gene Hong
Gene is a data & AI product leader with a background in data analytics specializing in deploying agentic AI to solve complex automation challenges.

Gene Hong
Gene is a data & AI product leader with a background in data analytics specializing in deploying agentic AI to solve complex automation challenges.

Daniel Qian
Dan is a distributed systems PhD researcher and engineer, with a background building high-performance data systems for industry leaders like AWS and Bloomberg.

Daniel Qian
Dan is a distributed systems PhD researcher and engineer, with a background building high-performance data systems for industry leaders like AWS and Bloomberg.

Daniel Qian
Dan is a distributed systems PhD researcher and engineer, with a background building high-performance data systems for industry leaders like AWS and Bloomberg.

Miles Liu
Miles is an ML and systems engineer with a background building mission-critical computer vision and machine learning systems for robotics at Intuitive Surgical.

Miles Liu
Miles is an ML and systems engineer with a background building mission-critical computer vision and machine learning systems for robotics at Intuitive Surgical.

Miles Liu
Miles is an ML and systems engineer with a background building mission-critical computer vision and machine learning systems for robotics at Intuitive Surgical.