> ## Documentation Index
> Fetch the complete documentation index at: https://docs.nekt.com/llms.txt
> Use this file to discover all available pages before exploring further.

# From Chaos to Autonomous Agents

> 8 practical Skills to take your revenue operation from disconnected spreadsheets to autonomous agents — with real data and ready-to-run prompts for Claude.

A series of 8 posts by [Pedro Ceriotti](https://www.linkedin.com/in/pedroceriotti/) (co-founder of Nekt) documenting how to go from chaos to autonomous revenue systems.

Each post follows a real stage in that progression and includes a **hands-on Skill**: an AI prompt + ready-made SQL you run on your own data connected to Nekt.

No SQL knowledge required. No complex setup.

***

## The full series

<CardGroup cols={2}>
  <Card title="01 · The Journey Map" icon="map" href="/use-cases/revops-series/the-journey-map">
    The maturity model. Why 71% of RevOps leaders consider themselves AI experts — yet fewer than 10% can prove real ROI.
  </Card>

  <Card title="02 · Revenue Source Audit" icon="magnifying-glass-dollar" href="/use-cases/revops-series/revenue-source-audit">
    Where each deal comes from, conversion rate by channel, and how much revenue each source actually generated.
  </Card>

  <Card title="03 · Revenue Attribution" icon="link" href="/use-cases/revops-series/revenue-attribution">
    The full revenue cycle: CRM + billing + ads. LTV by channel, acquisition cost, and real ROI per source.
  </Card>

  <Card title="04 · Pipeline Overview" icon="filter" href="/use-cases/revops-series/pipeline-overview">
    The first dashboard everyone reads the same way. Conversion funnel, time in stage, and monthly evolution.
  </Card>

  <Card title="05 · Funnel by Channel" icon="arrows-split-up-and-left" href="/use-cases/revops-series/funnel-by-channel">
    Cross-referencing acquisition channel with conversion rate by stage. Where the funnel breaks, and which channels bring deals that actually convert.
  </Card>

  <Card title="06 · Lead Scoring" icon="ranking-star" href="/use-cases/revops-series/lead-scoring">
    Lead prioritization based on historical conversion rate, not gut feeling.
  </Card>

  <Card title="07 · Revenue Forecast" icon="chart-mixed" href="/use-cases/revops-series/revenue-forecast">
    Probability-weighted forecast using real win rates per stage. How much your pipeline is actually worth.
  </Card>

  <Card title="08 · Deal Health + Agent" icon="heart-pulse" href="/use-cases/revops-series/deal-health-agent">
    Classify every open deal by health status, flag stalled deals automatically, and set up an agent that monitors the pipeline on its own.
  </Card>
</CardGroup>

***

## How to run the Skills

<Steps>
  <Step title="Connect your sources">
    Connect HubSpot, Google Ads, Meta Ads, and other sources to your Nekt workspace.
    [See available integrations →](/sources)
  </Step>

  <Step title="Set up Nekt's MCP in Claude">
    Install Nekt's MCP as a custom connector in Claude Desktop or terminal.
    [Setup guide →](https://docs.nekt.com/integrations/claude)
  </Step>

  <Step title="Paste the Skill prompt">
    Each use case includes a ready-made prompt. Paste it into Claude — it generates the SQL and analysis automatically.
  </Step>

  <Step title="Adapt to your context">
    The full SQL is available in each Skill for anyone who wants to adjust filters, time periods, or segments.
  </Step>
</Steps>

<Tip>
  No SQL knowledge needed. The prompt is the fastest path — paste, run, analyze. The SQL is available if you want to understand what's under the hood or customize it for your case.
</Tip>

***

## What are Skills

Each Skill is composed of:

<AccordionGroup>
  <Accordion title="Prompt" icon="message-bot">
    The text you paste into Claude. It understands the context, queries your data via Nekt's MCP, and generates the analysis automatically — without you writing a single line of SQL.
  </Accordion>

  <Accordion title="SQL" icon="database">
    The full query behind the prompt. Available for anyone who wants to run it directly in the Explorer, adjust filters, change the time period, or integrate into another workflow.
  </Accordion>

  <Accordion title="Variations" icon="sliders">
    Filters by time period, pipeline, customer segment, or channel. Each Skill documents the main variations to cover the most common use cases.
  </Accordion>

  <Accordion title="Implementation notes" icon="circle-info">
    Schema details the SQL uses — table names, relevant fields, and any connector specifics you need to know before running it.
  </Accordion>
</AccordionGroup>