Industry · SaaS

AI for SaaS

We help SaaS teams ship AI features their customers actually use — onboarding agents, in-product copilots, churn predictors, and revenue-side automation.

Use cases we’ve shipped

In-product copilots

RAG over your own docs, schemas, and customer data — answers your support team would give.

Onboarding agents

Walk new users through setup with context on their actual workspace.

Churn intelligence

Predict and explain churn risk, then route at-risk accounts to the right play.

Sales assist

Auto-research accounts, draft outbound, brief reps before every call.

Activation lift on AI onboarding

0.0x

Tickets deflected per dollar spent

0 days

Median feature build → ship

Implementation guide

How we choose an AI feature for a SaaS product

The strongest SaaS AI features sit inside an existing customer workflow and improve a metric the product team already owns. We start with the job users are trying to finish, the private context the system needs, and the action it must take. Only then do we choose between retrieval, an agent, a predictive model, or a simpler deterministic feature.

Signals that the opportunity is real

Users repeatedly leave the product to research, summarize, reconcile, or copy information
Support and success teams answer the same context-heavy questions for many accounts
The product has enough first-party data to evaluate accuracy and measure a baseline

From feature idea to controlled rollout

Define the product contract

We specify what the feature may read, which actions it may take, when it must ask for confirmation, and how the user can recover from a mistake.

Build the evaluation set

Real examples become repeatable tests for usefulness, groundedness, tool accuracy, latency, and cost before the feature reaches customers.

Roll out with evidence

Feature flags, cohort comparisons, feedback capture, and trace-level observability show whether activation, retention, or operator throughput actually improves.

Engagement

Want a discovery audit for saas?

We’ll spend a focused week mapping your highest-leverage AI workloads and write you an honest memo.

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