What KPIs should you track for an AI agent or AI micro-SaaS?

Track KPIs in four groups: adoption (active users, requests handled), quality (accuracy, deflection or self-serve rate), speed (time-to-answer, time-to-launch), and outcome (hours saved, bookings captured, conversion). sacca.ai ties each product to one primary metric so you can prove value fast instead of drowning in dashboards.

What are the four KPI groups for an AI product?

1. Adoption: who uses it and how often. Active users, requests or calls handled, repeat usage.
2. Quality: is the output right and trusted. Answer accuracy, deflection or self-serve rate, escalation rate to a human.
3. Speed: how fast it works. Time-to-answer, time-to-first-value, and time-to-launch for the build itself.
4. Outcome: what it changes for the business. Hours saved, bookings or revenue captured, conversion lift.

What is the primary KPI for each sacca.ai product?

• Clema (clema.ai): time-to-answer for institutional data requests. The goal is minutes instead of days, measured alongside requests resolved without analyst hand-holding. FERPA-built, so accuracy and access control matter as much as speed.
• PlanPrompt (planprompt.ai): client profiles completed and adviser time saved per profile, covering risk, values, and decision style under SEBI and IRDAI context.
• Checklist (checklist.gg): checklists and SOPs generated, plus process steps completed on time.
• Lettermaps (lettermaps.com): sessions recorded on-device, where the privacy KPI is simple: zero scripts leave the device.
• SkipDesk (skipdesk.ai): calls answered (24/7 answer rate) and bookings captured from those calls.
• ChakraFocus (chakrafocus.com): focus sessions completed and streak retention.

How does sacca.ai measure a studio engagement?

For the build itself, the headline metric is time-to-launched: how fast a product idea goes from zero to live. After launch, sacca.ai watches the product's primary outcome KPI above, because the studio builds and runs products rather than handing off and walking away.

How many KPIs should you start with?

Start with one per group, four total, and a single primary metric. Add more only when the first set is trusted and acted on.