James Colgan

Builder of hyperscale products now helping founders scale.
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[James Colgan @JamesColgan]

The map does not tell you what to do. It tells you what the customer is ready for.

https://t.co/9J8pd8kNDB

#B2BSaaS #AI #ProductStrategy

[James Colgan @JamesColgan]

The spend management maturity map, in full.

Three observations on what it shows.

[James Colgan @JamesColgan]

Stage 5 is not an incremental improvement on Stage 4.

At Stage 4, a well-run team uses systems.
At Stage 5, agents run systems and the team runs agents. The cost structure changes. The skills required change. It is a different operating model.

[James Colgan @JamesColgan]

A wrong ICP definition doesn't produce one bad strategic decision.

It produces all of them, compounded.

Product strategy, roadmap, partnerships, growth motion, messaging, capital allocation - all downstream of ICP definition.

https://t.co/9J8pd8kNDB

#ProductStrategy #B2BSaaS

[James Colgan @JamesColgan]

Stage 5 is not an incremental over Stage 4.

Stage 4, a well-run team uses systems.
Stage 5, agents run systems & the team runs agents. Everything changes.

The map tells you what the customer is ready for.

https://t.co/9J8pd8kNDB

#B2BSaaS #AI #ProductStrategy

[James Colgan @JamesColgan]

Company size tells you nothing about how a customer operates, what they're ready to adopt, or what they actually need.

Here is a behavioral segmentation model you can use, built from the spend management category, with the AI layer that now runs across every B2B market.

[James Colgan @JamesColgan]

3 things this map shows that company size doesn't:

1. Progression from reactive to optimized is behavioral, not demographic. Any B2B category can build an equivalent.
2. AI maturity does not move in parallel with operational maturity. The gap is diagnostic.

[James Colgan @JamesColgan]

Stage 5 is not a better version of Stage 4.

Stage 4, a well-run team uses systems
Stage 5, agents run systems, the team runs agents

The cost structure and skills change. Commercial model changes. It is a different operating model.

https://t.co/9J8pd8kNDB

#AI #AgenticAI #B2B

[James Colgan @JamesColgan]

The customer tool stack of the maturity model is an integration roadmap.

Stage 2: QuickBooks, Xero, Sage
Stage 4: NetSuite, SAP, Dynamics

Your integration priorities, in the right order, by stage. No guesswork required.

https://t.co/9J8pd8kNDB

#B2BSaaS #SaaS #ProductStrategy

[James Colgan @JamesColgan]

Practical move: look at integration state before scoping any AI feature.

It tells you whether the customer can extract durable value before you build. That single check prevents a category of errors, expensive to diagnose after the fact.

https://t.co/9J8pd8kNDB

#AI #B2BSaaS

[James Colgan @JamesColgan]

There is one variable that determines whether AI will create lasting value for a B2B customer.

It is not the quality of the model. It is the state of the data beneath it.

That variable is systems integration.

[James Colgan @JamesColgan]

Agents need clean, connected, real-time data to operate reliably.

A customer with immature systems integration will run into accuracy and trust problems with AI agents regardless of model quality. The errors compound with the state of the data beneath them.

[James Colgan @JamesColgan]

AI features deployed into immature operations produce immature results.

The data pipeline is a proxy for something deeper: how integrated and disciplined the underlying operation is. Diagnosable before you build a single AI feature.

https://t.co/9J8pd8kNDB

#AI #B2BSaaS

[James Colgan @JamesColgan]

"Build for mid-market" is not a product strategy.

It is a revenue target dressed up as customer insight. The product team can't do much with it beyond guessing at features and working backward from sales requests.

Full piece:
https://t.co/9J8pd8kNDB

#ProductStrategy #GTM

[James Colgan @JamesColgan]

How you segment your customers is the most upstream decision a B2B company makes.

Change the segmentation model and you don't change one strategic decision. You change all of them.

[James Colgan @JamesColgan]

At Spendesk, rebuilding the ICP around behavioral maturity rather than company size shifted six things simultaneously: product strategy, roadmap, partnership sequencing, growth motion, messaging, and capital allocation.

Every one of those is downstream of ICP definition.

[James Colgan @JamesColgan]

PLG is not a single motion.

Early-stage customers: PLG. Product does the selling.
Mid-stage customers: PLS. Product opens, humans close.
Late-stage customers: SLG. Sales-led from the start.

https://t.co/9J8pd8kNDB

#PLG #ProductLed #B2BSaaS

[James Colgan @JamesColgan]

LTV:CAC ratios vary by customer maturity stage, not by FTEs.

Well served stage 3 and 4 customers expand, refer, and stay for years.
Oversold stage 2 customers underuse, disengage, and churn.

The difference shows up in cohort data.

https://t.co/9J8pd8kNDB

#SaaS #B2BSaaS #GTM