In-product AI features
Scoping, measurement design, and kill criteria for AI features that need to defend themselves against churn and margin impact.
Vertical
AI for SaaS
Broader tier · fractional leadership is the usual fit
Most mid-market SaaS companies arrived at 2026 with the same problem: they have an AI roadmap, a few features in production, a few pilots stuck in proof-of-concept, and no single executive who owns whether any of it is commercially working. This is the problem fractional leadership is designed for.
For SaaS, our usual engagement is Fractional Leadership. A founder takes the AI seat on a quarterly retainer, owns the roadmap, defends the investment case in your boardroom, and scorecard-builds the full-time CAIO who eventually replaces us. Transformation Programs are also common where a specific product surface (onboarding, support, pricing, analytics) needs to ship AI capability that clears a commercial bar.
We don't do AI-for-AI's-sake SaaS work. If the right call is to not ship the feature, we'll say so on the first call.
Where we help
Four workstreams we see repeatedly
Support and ops automation
Tier-1 deflection, agent-assist, and knowledge-base intelligence scoped against contact-rate reduction, not call deflection vanity metrics.
Pricing and packaging
Usage-based pricing modeling, AI-feature pricing, and cohort-based upgrade intelligence.
Internal acceleration
Alexandria deployed inside your organization: an in-house 170-agent platform your product, ops, finance and GTM teams use directly.
Fit
When our team is the right call
- ARR between $10M and $200M, with AI roadmap ambition outrunning headcount
- You've looked at hiring a CAIO and aren't sure what the role should be yet
- You have AI pilots that haven't moved a commercial number
- Your board wants a defensible AI narrative for the next fundraise or planning cycle
Where to start
Engagements that fit here
Fractional AI Leadership
A senior operator in your AI seat on a quarterly retainer, plus the scorecard for the full-time hire who replaces us.
AI Transformation Program
AI features shipped inside your product, with support workflows that hold your brand voice.
AI Readiness Assessment
Where AI fits your roadmap, ranked by ROI, risk and time-to-value. A plan your board can interrogate.
Next step
A 30-minute call with a founder
Thirty minutes with the operator who would take your AI seat. Bring the roadmap question your board keeps asking.