AJ Milne
Partner, Optio Capital
Investment thesis, valuation, client relationships, and final calls.
Map your business problem
into an agent team.
We take the one thing choking your business, map it into capabilities, and design a small team of agents to handle the parts a person doesn't need to. What stays human, what becomes hybrid, what an agent can run end‑to‑end, colour‑coded, in a single map.
1
Human
+
4
Agents
=
5×
Throughput
How we work
A Real Customer Journey
This is how we mapped, modelled and rectified Optio Capitals real capability bottleneck.
“
Every investment decision demanded weeks of groundwork before capital deployment was even on the table. We knew AI could enhance our diligence and execution, we just lacked a clear model for implementation. Polynize turned that ambition into a working team.
AJ Milne
Partner, Optio Capital
The capability map
Map your business
bottlenecks.
Every row is a real capability inside the work that's choking you. One map. No ambiguity about who does what.
AJ's team capability map.
Bottleneck
Investment research & due diligence
Business
Boutique investment advisory, 8 people
Outcome
Recommendations in days, partner time on judgment calls
Capability
Human
Hybrid
Agent
Owner
01Initial deal sourcing & qualification
Agent team
02Market sizing & trend analysis
Agent team
03Comparable transaction research
Agent team
04Financial modelling first-pass
You + agent
05Competitive landscape mapping
Agent team
06Legal document review & flagging
You + agent
07Compliance & regulatory verification
Agent team
08Risk assessment & synthesis
You + agent
09Investment thesis & recommendation
You
10Final valuation & pricing decision
You
20%
stays human
30%
hybrid
50%
agent-executable
Sample map for a premium auction house. Yours will look different.
Get your capability map.
A capability map of your real bottleneck, in days, not weeks.
The team that emerged
AJ's team
at Optio Capital.
One human at the centre, holding the judgment calls. A small team of agents picking up the parts a person doesn't need to. This is what we built for AJ.
AJ's team at Optio Capital
Flow
Team Leader
Coordinates the deal pipeline, holds quality across the workstreams, and surfaces what needs partner judgment.
Duke
Investment Analyst
Builds first-pass financial models and pulls comparable transactions, ready for partner review.
Bec
Research Analyst
Maps market sizing, competitive landscape, and trend signals end-to-end, in a single voice.
Verity
Legal & Compliance
Reads data rooms, flags risk and clauses, and runs regulatory checks before signoff.
The result
The best day of work
in nine months.
“
The first day I worked with our agent team was the best day of work I had in nine months.
AJ Milne
Partner, Optio Capital
How we work
From a problem you can name
to a team that solves it.
01
Map
We sit with you and map your bottleneck into the capabilities inside it. Every one gets allocated: human, hybrid, or agent.
02
Model
We model the cognition each capability needs and build a comprehensive cognitive model of the work. That model gets installed into your agents.
03
Build
We design and engineer the agent team. Connectors, handoffs, human touchpoints. First agent live in 48 hours, on average.
04
Operate
We run the team alongside you and tune it as the work shifts. You stay the accountable human at the centre. We carry the rest.
From the founders
Think Better.
Marrs Coiro & Shourov Bhattacharya, weekly.
Ready when you are
Map your bottleneck
in 5 minutes.
Once you see your bottleneck mapped this way, you can't unsee it. Five minutes will show you something you've never seen before.