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THE AI-NATIVE GTM SERIES · PART 1 OF 4
✓ APPROVED

Run the GTM loop on one workflow

Episode 1, made runnable. Do not automate the org chart. Run the loop on the workflow that costs you the most.

[ SALES OPERATOR ]

Run the GTM loop on one workflow

G / Groundthe problem that started all of it
GTM

Episode 1, made runnable.

Do not automate the org chart. Run the loop on the workflow that costs you the most.

A / Assignthe build, block by block, and who owns each one. Open a step to see it run.
HUMAN + AI, IN THE LOOP
The skills run the work. You stay in the loop on the calls that need judgment.
Claude01
Find what is actually broken in the workflow.
Details
Get to the crux: the real workflow problem, not the symptom.
Connect to analyze
AI
Claude02
Stack the right tools and signals for the workflow.
Details
Stack the right tech and signals to give the workflow its context.
Connect to analyze
AI
Claude03
Take the non-selling work off your reps.
Details
Take the non-selling drag off the reps so their time goes to selling.
Connect to analyze
AI
Claude04
Keep reps making the calls that matter.
Details
Mark where the human stays in the loop, and who owns it.
Connect to analyze
AI + human
T / Tie backthe result it drove, and how they know
RESULT · 01

Final stage 25%+ faster

One workflow, named and rebuilt with an owner, not a new headcount line.

OUTPUT · 01

The real problem named at its crux

OUTPUT · 02

The right tech

OUTPUT · 03

Signals stacked to run it

OUTPUT · 04

The reps free to sell with the human kept in the loop

The Sales Operator
01 / WHY RUN IT

Your instinct is to fix GTM by adding a person. But the workflow that is bleeding you does not need another owner. It needs to be taken apart.

RUN THIS AND YOU CAN
Get to the crux of the workflow that is actually costing you
Stack the right tech and signals so it runs on real context
Take the non-selling work off your reps so they can sell
Keep the human in the loop and give the workflow an owner
02 / THE RUN, STEP BY STEP

The workflow that solves it, one step at a time.

Each step is the plain question you are already asking. The skills answer them in order, one handing its receipt to the next.

1✓ TESTED
Find what is actually broken in the workflow.

Cuts past the symptom to the real workflow that is costing you, whether that is lead scoring, enrichment, or reps buried in prep, and names the real problem.

YOU GETHow to find the real problem, the test that confirms it, and a worked example.
OPEN THE SKILL →
2✓ TESTED
Stack the right tools and signals for the workflow.

Picks the tools that move the data and the signals that tell the workflow who and what matters, so it runs on the right inputs. Not a buy-everything shopping trip.

YOU GETThe tools and signals the workflow needs, and the context to run on.
OPEN THE SKILL →
3✓ TESTED
Take the non-selling work off your reps.

Pulls the non-selling drag, scoring, enrichment, history, first-draft prep, off the rep plate so their time goes to actual selling. Not automation for its own sake.

YOU GETThe non-selling drag to clear and where it runs before the rep starts.
OPEN THE SKILL →
4✓ TESTED
Keep reps making the calls that matter.

Marks the points where a rep owns the judgment, who to pursue, the relationship, the message, and gives the workflow an owner and a weekly check so it lasts.

YOU GETThe points a rep controls, the owner handoff, and the review rhythm that keeps it running.
OPEN THE SKILL →
WHERE YOU LAND

The real problem named at its crux, the right tech and signals stacked to run it, and the reps free to sell with the human kept in the loop.

EVERY STEP, TESTED AND PASSED
EVAL RESULTPASS4/4 dimensions
HOW WE EVAL →
Skills resolve
Structure + proof
Example chat
Quality judge
  • All 4 chained skills resolve to real, scored skills.
  • Has a problem, an outcome, 2+ steps, and proof from a real build.
  • Ships an example chat showing the play run in Claude.
  • Reads in plain operator voice, grounded in a real build.
Last eval run 2026-09-12
DEEP EVAL · PASS
THE STANDARD →

We did not just check the structure. A judge read this play against the full text of every skill it chains (composition), then ran it on a real scenario end to end (simulated). It passed both. Test scenario: RevOps lead at a 40-person startup where reps spend ~9 hrs/week hand-prepping accounts, and leadership is about to post a research-analyst req to fix it.

03 / WHO ELSE HAS TO MOVE

This play runs across the org, not inside sales.

Every function below owns a piece of the play. Skip one and it stalls where most GTM plays stall: in the handoff.

REVOPS
System access, data plumbing, and the workflow's integrations

Without it: The loop runs on exports and dies in a month.

SALES LEADERSHIP
Rep adoption and the recovered hours going to selling

Without it: The drag comes back under a different name.

FINANCE
Budget for the stack the workflow needs

Without it: The build stalls at the first procurement question.

04 / SEE IT RUN

Watch the skills answer in order.

Describe your situation in plain language. The right skill fires on its own and hands its receipt to the next.

TRY IT ON
EXAMPLE CHATPriya, RevOps lead, running the loop in one sitting
P
My reps are drowning in prep. They spend hours researching accounts before every call, and half of it is on accounts that were never going to buy. I'm about to hire an ops person just to build lists. Where do I start?
G
Ground· Solve the Problem
Let us get to the actual problem, not the symptom. Reps are busy is not it. Walking your funnel, the crux is this: reps hand-pick and hand-prep every account because nothing scores them or briefs them first. The workflow to fix is account prioritization and pre-call prep.
Receipt
The crux: reps hand-score and hand-prep every account. About 9 hrs per rep each week on prep, and roughly 40% of it on accounts that never convert. Fix the prioritize-and-prep workflow, not the headcount.
P
Okay. What does that workflow actually need to run well?
I
Identify· Stack the Tech
This is not a buy-or-build shopping trip. It is about giving the workflow the right context: the tech that carries the data and the signals that tell a rep who is worth the time. Here is the stack for this one workflow:
Fit signalyour ICP model, scores the account
Timing signalintent + product usage, says now
Enrichmentthe tech that fills the gaps
CRMwhere it all lands, you have it
The briefassembled from those signals, in your voice
Receipt
Stacked for this workflow: fit + timing signals, enrichment to fill the gaps, landing in the CRM and assembled into a call brief. The right tech and the right signals, so it runs on real context.
P
Great. So where do my reps actually come in?
A
Assign · Cut· Cut the Drag
Split is about protecting selling time, not automating for its own sake. The non-selling drag comes off the rep plate: scoring the account, enriching it, pulling the history, drafting the prep brief. That runs before the rep ever opens their laptop.
Receipt
Off the reps plate: scoring, enrichment, history, and the first draft of the brief. About 7 hrs per rep each week back to actual selling.
P
And where do they stay in control?
A
Assign · Keep· Keep the Judgment
Mark the human-in-the-loop points so the reps own the judgment: which accounts to actually pursue, the read on the relationship, and the message that goes out. The system preps; the rep decides and sells. One owner keeps it honest with a weekly check.
Who to pursuethe rep decides
Relationship + messagethe rep owns it
Owner of the workflowSarah, SDR lead
Weekly reviewkeeps it from drifting
Receipt · loop closed
The workflow preps every account; reps spend their time selling and make only the calls that need a human. Owned by Sarah, reviewed weekly. The ops hire never happened.
05 / SEE IT IN PRODUCTION

Before you run it, I ran it for real.

This workflow is genericized from a real build. Here is the number it moved, and what I actually did.

THE BUILD · DEAL VELOCITY
The Deal Hub
>25%
shorter sales cycle, the late stage streamlined
Sub-45 days
SMB and Mid-Market, end to end
Sub-90 days
Enterprise, end to end
12 tabs → 1
the late-stage deal moved out of browser tabs into one hub, and discounts fell with the friction
WHAT I DID
01
One home for the deal. A hub where the proposal, the plan, and the next step lived together, so nothing had to be assembled from twelve tabs before a conversation.
02
The customer sees what is next. Instead of waiting on a forwarded email, the customer could see what happened next, which removed a whole class of stall.
03
Map the handoffs, then close each gap. I walked the late stage handoff by handoff, quote to security review to mutual plan to approval, found where each one sat waiting, and put the next step and its owner in the hub so no stage stalled on someone's inbox.

Speed in a deal is not pressure. It is removing the places a deal goes to wait. Find where your deals stall, then remove the wait, not the patience.

Dig into the full build
06 / ROLL IT OUT AND INSPECT IT · THE OTHER HALF

The loop is only as good as its named owner

The four skills hand the team one workflow named at its crux, staffed with tech, and stripped of drag; the payoff comes when a rep spends the recovered hours actually selling. Here is how a GTM leader runs the first loop so it earns the right to a second.

THE FRAMEWORK BEHIND IT
The one-workflow standup

Pick a single workflow, name its owner, and review it weekly against three questions: is the crux still the crux, where did the human override the system, and what drag came back. Nothing else joins the loop until this one holds.

  1. 01
    Teach the crux read

    Train the team to separate the symptom from the workflow problem underneath, the exact move solve-the-problem makes. A loop built on a symptom automates the wrong thing faster.

  2. 02
    Hold a weekly loop review

    Fifteen minutes, same day each week: what the workflow produced, where it broke, what the owner changes next. The loop compounds on cadence, not on launch.

  3. 03
    Staff the judgment points

    Keep-the-judgment marks where a human stays in; make sure each of those points has a name, not a team. An unowned judgment point is a silent failure waiting.

  4. 04
    Inspect the recovered time

    Cut-the-drag frees hours; check where they actually went. If the reclaimed time is not showing up in selling activity, the loop is leaking somewhere else.

07 / INSTALL THE WHOLE PLAYBOOK

One plugin. 4 skills, bundled.

The whole playbook installs as a single plugin in Claude Code, no copy-pasting 4 times. Or grab any single step above. It runs on what you paste; connect your stack to go live.

OR KICK IT OFF IN CHAT
My reps spend hours on manual account research and prep before every call, and a lot of it is wasted on accounts that never convert. Run the GTM Loop with me. Start with Solve: get to the crux of the real problem, not the symptom. Then Stack: what tech and signals does this prioritize-and-prep workflow need to run on real context. Then Split: take the non-selling work off my reps and make it clear where they stay in the loop so they own the selling.
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