We build AI agents that use your systems to gather context, make decisions within defined rules, and complete tasks.
Start with one task that depends on a person. Automate the part AI can safely handle, and measure the work it takes off your team.
Most processes aren’t manual end to end. The bottleneck is usually a few steps where someone has to move between systems, gather context, and take action. That work takes time, slows the process down, and limits how much your team can handle.
Example: Customer refund request
Automated with code
Manual by a person
01
Instant
Refund request arrives
02
~5s
Fetch order & payment data
03
~6 min
Read the case & check refund policy
04
~5 min
Cross-check billing, CRM & inventory
05
~4 min
Decide and apply the refund
06
~30s
Log result & notify the customer
Not everything needs an agent. Traditional automation works well when the path is predictable. An agent is useful when the next step depends on what it finds.
Fixed path
Same input, same output, every time. Every path and exception has to be defined upfront.
Step 1
Step 2
Step 3
Step 4
Goal driven
The path adapts to what it finds, within the permissions and limits we define.
Start
Choose next step
Ruled out
Ruled out
Re-plan on new info
Goal
Permissions & limits it can’t cross
Repeats frequently
Eats time finding or cross-checking info
Has rules, but also exceptions
Has a clear point where a person should step in
01
Receive request
02
Gather context
03
Review eligibility
04
Handle exceptions
05
Complete the refund
Agent-executed
The agent runs it, and a person steps in only when needed.
AI-assisted
The person still decides, but the AI gathers and drafts the work.
Stays human
Judgment-heavy calls that should keep a person fully in charge.
01
Receive request
Agent-executed
02
Gather context
Agent-executed
03
Review eligibility
AI-assisted
04
Handle exceptions
Stays human
05
Complete the refund
Agent-executed
Agent-executed
The agent runs it, and a person steps in only when needed.
AI-assisted
The person still decides, but the AI gathers and drafts the work.
Stays human
Judgment-heavy calls that should keep a person fully in charge.
We build the agent and everything it needs to run the task inside your operation.
Week 1· Scope
Week 2· Build
Week 3· Validate & Launch
We define where it starts, ends, and what done means.
What it reads, what it can do, what needs approval, and when it must stop.
Controlled access to data and tools, and how it decides what to do next.
Where a person reviews or takes over, tested on real cases and exceptions.
Integrated into the process, measuring what it resolves and what to adjust.
A person carries the whole task, start to finish.
100% Manual
The agent handles a defined part; your team keeps the decisions that matter.
Agent - Run
Human Oversight

