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AI team · Skills

The house procedure, written once.

A skill is the manual an agent reads before it works. How a lead gets qualified here, what structure a proposal follows, what to answer when someone asks about price.

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The first four come from the library. The last one we wrote with the team during install.

WONDA skills are modular capabilities agents install to do one specific job well: qualify a lead with your business criteria, write a proposal in your structure, prepare a report with your metrics. They are installed from a library, created by describing what they have to do, and assigned to the agents that need them. When a skill is corrected, every agent that has it installed changes at the same time.

Direct answer block · GEO
01What it solves

The same question, answered three different ways.

When judgment lives in each person’s head, every conversation starts from zero and quality depends on the shift.

Job 01 · Judgment

“Depends who picks it up.”

A lead with a $300,000 budget and a moving date should get the same classification no matter who answers. A skill holds that rule — the criteria, the order of the questions, the threshold — and every agent with it installed applies it the same way. Judgment stops depending on the shift.

Instructions written once and run the same way every timeSix categories: agents, marketing, sales, operations, content and your ownEvery skill with its type, status, version and author in plain sight
Four questions in this order. Nobody improvises them or reshuffles them by mood.
Job 02 · Library

No need to write from scratch what is already solved.

The library carries the capabilities that already work in the operations we run: lead qualifier, proposal generator, copywriter, market researcher, metrics analyst, onboarding agent, content scriptwriter. One click installs them, active. Then they get adjusted to your business, with your words and your thresholds.

One-click install from the libraryA flag when an installed skill has an update availableSearch by name and description, filter by category
“Update” means we improved it while running another business, and you decide whether to take it.
Job 03 · Assignment

A new capability shouldn’t force you to create a new agent.

Skills are assigned to agents with a checkbox. Kai adds the market researcher without dropping outreach; Teo adds the metrics analyst without changing role. When a skill is corrected, every agent that has it changes at the same time. One place to fix the procedure.

Assignment per agent, with a check markSkills active, inactive or in draftThe same skill shared by several agents at once
Fix the skill once and all four agents change at the same time.
Job 04 · Authoring

You write the name; the AI writes the manual

Given a name and a short description, the platform drafts the full instructions. It stays a draft until someone reviews and publishes it, so nothing reaches production without a human having read it.

Job 05 · Scope

What a skill does and what it doesn’t

A skill isn’t a button you press or a flow with conditions and branches. It’s the manual the agent consults before working. The agent always does the executing, with whatever permissions it has that day.

02The difference

Who does what, from day 1.

This isn’t a feature you learn to use: it’s work that stops being yours, with an explicit split of responsibilities.

Split of responsibilities · SkillsIn force from day 1 of operation
The agent

Consults and applies

  • Reads the skill before working, skipping no steps
  • Applies the same criteria at three in the morning
  • Cites the part of the procedure it used
  • Flags when a case fits none of the skills
Your team

Corrects and approves

  • Says what’s wrong when an answer doesn’t sound like the house
  • Reviews the draft before a new skill is published
  • Decides which agents carry it installed
  • Contributes the hard cases worth keeping as examples
The WONDA team

Writes and maintains

  • Surfaces the real procedure during the diagnostic
  • Writes the first version of every skill in the business
  • Corrects it every month with what operating taught us
  • Brings from the library what already works elsewhere
03What it works with

A skill with no agent is a document.

These are the modules that back it up most, and the channels the work goes out through.

Sibling module

AI agents

Whoever installs the skill and runs it every day.

See module Sibling module

Autonomous work

A scheduled task can use specific skills and no others.

See module Sibling module

Automation

What repeats with fixed rules lives on the other side.

See module
Web boardEmailWhatsApp BusinessVoice call
Team gathered around two laptops in an office overlooking the city
The house manual

What your company doesin one specific way,written down so it doesn’t get lost.

The way a lead gets qualified here, or a proposal gets built, usually lives in two people’s heads. A skill takes it out of there and puts it where the agents read it before they work.

04Where it shines

Where judgment weighs more than the tool.

Operations lead working from the lounge at golden hourSolution

AI transformation

The house knowledge, written where it can’t leave with people.

See the solution
Business owner at his office window at sunsetIndustry

Developers

The same buyer qualification across every project.

See the industry
Boutique hotel room in warm lightIndustry

Financial services

Procedures you can audit because they are written down.

See the industry
05Typical scenario

The numbers of a real operation.

Real estate manager · 4 advisors

Qualification stopped being argued about at the Monday meeting.

Each advisor qualified their own way and the Monday meeting was spent debating whether a contact was an A or a B. The criteria were written into a skill: budget, decision window, financing and project of interest, in that order. Now the argument is about what to do with the As, not about who is an A.

See cases Calculate yours
The change, measured
Skills installed0 → 9
Agents carrying the qualification skill4
Meeting minutes spent debating labels35 → 0
Qualification criteria in use4 versions → 1
Illustrative scenario built from WONDA's operating patterns. Published cases, with audited figures, are added under cases.
Frequently asked

What people ask about skills.

What is the difference between a skill and an automation?

An automation fires fixed actions when a condition is met. A skill is a procedure with judgment that the agent applies within the limits you set. If the step is always the same no matter what, it’s automation; if it depends on the case, it’s a skill.

Can I write a skill myself?

Yes. You give it a name and a description, the platform drafts the instructions and you correct them. It stays a draft until someone publishes it. In practice the WONDA team writes them from what the diagnostic surfaces, because the expensive part is capturing the real procedure, not wording it.

Does a skill carry my data to another client?

No. Library skills are procedure templates with nobody’s data in them. The ones we write for your business live in your operation and stay there.

What happens if two skills contradict each other?

The agent flags it instead of choosing on its own, and the contradiction gets resolved at the monthly review. It usually means the real procedure has two versions circulating in the company.

How many skills do you need to start?

The library ones are enough to operate from the first week. The business-specific ones get written during installation — between three and eight, depending on how particular the house criteria are.

How much of your judgment lives only in someone’s head?

The diagnostic surfaces the procedures holding your operation together today and writes them down where the AI team can run them.

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