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SYSTEMS
A Renaissance workshop studying maps and evidence together

AI coworkers for go-to-market

Build a GTM team that compounds.

AI coworkers research accounts, prepare outreach, keep your CRM current, and turn every customer interaction into a better next move. Your team keeps the relationships and judgment.

01 / The system

One system. Five connected loops.

Each coworker improves one part of the motion and passes structured context to the next. Outcomes feed learning back into every loop.

  1. Stage 01

    Signal

    Capture market shifts, buying signals, and customer evidence.

  2. Stage 02

    Research

    Build current account and contact intelligence.

  3. Stage 03

    Outreach

    Prepare relevant messages for the right people.

  4. Stage 04

    Conversations

    Turn replies and meetings into clear next moves.

  5. Stage 05

    Pipeline

    Keep opportunities, risks, and handoffs current.

Learning loop

Outcomes sharpen every stage and feed back into Signal.

02 / The team

A coworker for each part of the system.

Each role owns a result, shares context, and keeps a person accountable for consequential choices.

A Renaissance cartographer studies maps and market evidence
Observe and research
Renaissance scribes prepare and review correspondence
Prepare and connect
Renaissance merchants review ledgers and customer evidence
Operate and learn

01

Market intelligence coworker

Owned outcome

A current view of market shifts, buying signals, and competitor moves.

Human owns

What matters enough to watch and why.

02

Account research coworker

Owned outcome

A traceable brief for every priority account and meeting.

Human owns

Which accounts deserve time and attention.

03

Sales development coworker

Owned outcome

Prepared outreach, follow-up, and routing for review.

Human owns

The offer, message, audience, and final send.

04

Revenue operations coworker

Owned outcome

Clean CRM records, visible risks, and reliable handoffs.

Human owns

Pipeline rules, stages, and forecast judgment.

05

Customer voice coworker

Owned outcome

A linked evidence set from calls, tickets, reviews, and outcomes.

Human owns

What the company builds and says next.

Shared context: signals, accounts, people, interactions, decisions, and outcomes.

03 / Approval boundaries & guardrails

Put judgment where it belongs.

Set clear rules for what AI can do, when it must ask, and what stays with a person.

AI can act

Low-risk, reversible work inside agreed guardrails.

  • Enrich CRM records
  • Draft a research brief
  • Summarize meeting notes
  • Route leads to the right owner

AI must ask

Work with higher impact, lower confidence, or missing context.

  • Recommend an outreach plan
  • Flag a deal risk
  • Propose campaign content
  • Identify an expansion opportunity

Human decides

Strategic, consequential, or hard-to-reverse choices.

  • Approve customer-facing messages
  • Change pricing or packaging
  • Commit the forecast
  • Set territory or headcount

04 / Deployment

Start with one revenue leak.

01

Find the leak

Locate the recurring delay, drop-off, or manual load that limits the GTM motion.

02

Define the job

Name the outcome, inputs, tools, checks, and human owner.

03

Run with review

Ship a narrow workflow with visible work and clear approval gates.

04

Expand the system

Connect the next leak after the first coworker earns trust.

Your first GTM coworker

Find the first coworker your GTM team should hire.