Delivery Intelligence: human, AI-assisted and agent attribution
An engineer scopes the task. An agent writes the code. A bot reviews it. It merges. Every delivery metric you report just became unreadable. Pensero credits orchestrated delivery to the person who invoked the agent, splits it into human, AI-assisted and agentic, and weights every unit by magnitude and complexity.
Magnitude & complexity scoring
Filter noise, measure value
Volume is not delivery. Pensero scores what shipped by magnitude and complexity, with boilerplate, repetitive changes and auto-generated noise excluded. A high-volume agent doing trivial work doesn't outrank the engineer who shipped the hard thing.
Magnitude and complexity scoring
Business value measurement
Boilerplate and auto-generated noise filtering
Scope of work breakdown
See where effort actually goes
Break down work across features, tech debt, bugs, maintenance and AI initiatives, and see how much of each was delivered by humans, assistants or agents. Know whether capacity is going where you said it would.
Work categorization
Human and agent capacity allocation
Strategic initiative tracking
Native attribution
Credit the person who directed the agent
Work an engineer directs through an agent counts as their delivery. Defects introduced by that agent count too. Credit and accountability stay attached to the same person, and the work that enables delivery is visible, not just the code that gets written.
Orchestrated delivery credit
Individual contribution visibility
Human, AI-assisted and agent attribution
Strategic alignment tracking
Build what matters most
Connect work to company objectives, whoever or whatever delivered it. See whether human and agent effort is focused on the projects that drive real business impact.
Initiative alignment
Delivery by objective
Strategic progress visibility
"It's the lighthouse of our engineering team."
Ignasi Vegas
CEO & Co-founder. Cubbo
"Pensero is my compass in order to know where the team is heading to."
Jordi Miró
CTO, Zynap
How is this different from DORA or flow metrics?
Does this require my team to change how they work?
Can Pensero measure contribution that isn't code?
How quickly do we see useful signal?
