Define the decision question
A reusable skill shaped around you
Decision-brief research packs
LiFoli Works structures research into sourced findings, open questions, and decision briefs for planning teams.
Collect and rank sources
Separate facts, inferences, and gaps
Draft options and risks for review
What Foli learns by watching
- Which sources count as authoritative
- How uncertainty is labeled
- The brief format leaders actually use
What arrives for your review
- Decision question
- Source map
- Findings and gaps
- Options brief
What LiFoli already understands
The structure this work already shares.
Research and planning define the decision, gather sources, separate evidence from inference, and produce options with risks.
Every run leaves the evidence, the exceptions, and your corrections behind, so the next one starts closer to your way.
From observed work to the next run
The skill Foli builds for your team.
A research skill that ends in a decision brief with explicit uncertainty.
- Asks instead of guessing when this run differs from the last one
- Stops before anything is sent, submitted, or paid
- Leaves the evidence and the open exceptions attached to every result
FAQ
What teams ask before they start
Does LiFoli already understand Research & planning work?
Research and planning define the decision, gather sources, separate evidence from inference, and produce options with risks. A research skill that ends in a decision brief with explicit uncertainty.
How far does Foli take Research & planning work on its own?
Foli gathers the sources, cross-checks them, drafts the output, and lists every exception it could not resolve. External recommendations and strategy commitments need planning approval.
How does observed work become automation?
Foli does not only record clicks. It structures inputs, steps, judgments, exceptions, approvals, and completion criteria into a reviewable skill. A research skill that ends in a decision brief with explicit uncertainty.
What if the workflow changes?
When inputs, screens, or rules diverge from the last run, Foli asks instead of guessing. Your corrections become part of the next skill.
Shape one workflow first
Automate one repeat task with approval still in your hands.
We confirm your current steps, judgment points, and the first skill Foli should prepare.