AI & Product · 2025
In the agentic era: stop chasing Level 5 autonomy — win with controllable Levels 1–4
AI-generated summary of a LinkedIn post by Pranav Kumar Singh — not a verbatim reproduction. Read the original on LinkedIn.
The post argues that agentic AI is a genuine structural shift for SaaS products, not another feature trend — and addresses a concern a lot of product leaders have: that autonomous agents will make their product's UI redundant.
The counter-argument runs in three parts. First, the UI doesn't disappear, it evolves — from a set of screens a user operates into an intelligent collaborator that anticipates needs, recommends actions, and gives a human a seamless place to drill into what an agent produced, add context, and apply judgment, rather than just consuming a black-box output.
Second, a product's core defensibility shifts toward its data, its models, and the actions it exposes through APIs — pointed to Shopify's API-first ecosystem enabling thousands of third-party AI apps, and ServiceNow's move toward autonomous issue resolution, as examples of this shift already playing out.
Third, pricing follows the same logic — moving away from flat per-seat subscriptions toward usage-based or outcome-based pricing, so payment tracks the value actually delivered (a ticket resolved, an output generated) rather than a seat provisioned.
A comment on the post pushed back usefully: autonomous resolution works well for repetitive, well-defined problems, but complex cases needing real business context still escalate to a human — a reminder that Level 1–4 controllability, not Level 5 full autonomy, is where the near-term product opportunity actually sits.