Articles
Field notes
Deep dives, playbooks, and working notes on GTM Operations.
Pipeline Velocity Has Four Levers and Ops Only Owns One of Them
Velocity = (# qualified opps × win rate × avg deal size) ÷ cycle length. On paper all four levers move it the same. In practice cycle length is the one ops can pull without dragging the other three down.
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Revenue Intelligence Is 90% Plumbing: Our Rollout Scored Deals on 41% Activity Capture
41% of our deals had captured activity, so the deal-scoring model was guessing on three deals in five. Revenue intelligence is an activity-capture and entity-resolution problem wearing a model. Here is what it measures, what it cannot, and the plumbing that decides the number.
Stop Fighting Over Which Touch Gets Credit. Report the Band Instead.
Marketing said it sourced $4.2M. Sales said $1.1M. Same deals, same quarter. The attribution war is unwinnable because every model is wrong in a knowable direction. Here is the confidence-band report that ends the fight and survives a CFO review, with the queries.
AI Did Not Fix Outbound. It Let a Broken ICP Fail 3x Faster.
A team tripled sends with AI and pipeline fell 11 percent. The mechanism: bad targeting times more volume equals faster domain burn, not more pipeline. Here is the decay curve, the math that makes it inevitable, and the ICP-fit gate I install before anyone touches the volume dial.
Kill the 40-Slide Board Dump: 6 Metrics Computed at the Source
Four board metrics, four spreadsheets, zero of them queryable. When a director asks what is in your NRR the honest answer is "let me get back to you." Here is the four-rung build that turns typed-in numbers into live queries, with the worked NRR that ties out to 78.6%.
Your CAC Payback Is a Lie the Moment You Blend Two Motions
One blended payback number hides motions that pay back an order of magnitude apart. Self-serve clears in 6 months, enterprise runs 24, and the blend describes neither. Split it by motion or you will defund the machine that works.
Your CPQ Project Is a Pricing-Governance Project Wearing a Config Ticket
A CPQ replatform stalls on the approval matrix and the discount policy, not the field mapping. Here is the governance layer to build first, rung by rung, with the matrix, the routing, and the validation.
Your $14.4M Capacity Plan Is Really $5.1M
Twelve reps times $1.2M quota is a ceiling nobody hits. Ramp, timing, attainment, and attrition cut it to $5.1M. Here is the five-step build that turns the ramp assumption into a query against your own quota data.
3x Pipeline Coverage Is a Number That Lies to You
Required coverage is 1 divided by your win rate. At the 19% win rate B2B posted in 2025 you need 5.3x, not 3x. Here is the truth stack that replaces the ratio, with the queries to build it this week.
RevOps Is Not Sales Ops. You Built Half a Function.
You instrumented lead-to-close and left renewal-to-expansion on a spreadsheet. Median NRR is 102% and expansion costs $0.80 per dollar against $1.63 to acquire. Here is the CS Ops build order that makes the post-sale side of the bowtie as measurable as the pre-sale side.
Your $2.4M Plan Is Really $600K: Ramp-Adjusted Capacity
Top-down targets are a number nobody can defend. Here is the driver-based capacity model built from reps, ramp, quota, and attainment, with the query to stand it up.
Renewals Convert at 90%. Your Expansion Runs on Luck.
Expansion is 52% of new revenue and the cheapest dollar you can book, yet most teams have no instrumented signal for it. Here is the build ladder, the queries, and the trigger that turn it into a motion.
The Forecast Handshake: Make the CRM Number Equal the Board Number
RevOps forecasts $5.1M in bookings, Finance modeled $4.4M in revenue, and the board hears both. A monthly reconciliation ritual ends the argument. Here is the five-rung build that makes one number defensible.
The Systems That Got You to $10M Sabotage You at $30M
Your ops model does not scale linearly. It snaps at revenue breakpoints, and the failure signatures arrive on a schedule you can name a year ahead.
63 Dashboards, 9 Decisions: The Audit That Kills the Rest
I pulled the view logs on a 63-dashboard org. Eleven had been opened in the last month. Here is the audit that maps every dashboard to a decision, kills the ones that map to none, and rebuilds the nine survivors around the choice they inform.
Operational Debt Has an Interest Rate. Here's How to Price It.
Every workaround, orphan field, and manual reconciliation charges interest every week you keep it. Here is the model that turns "we should fix that someday" into a dated invoice.
The Account Owner and the Opportunity Owner Disagree on 2,000 Accounts
The scary headline was 2,087 broken accounts. The number that needed action was 9. Here is the classify-before-you-send build that gets you from one to the other.
Skip Phase 0 and You Pay 3x in Rework
The best RevOps builds start with zero code. Here is the discovery artifact that kills the rebuild, and the scoping doc I fill before I touch a field.
Your Capacity Plan Assumes Day-One Full Quota. The Ramp Curve Says No.
A rep carries about 28% of full quota in their first quarter and does not reach 100% for six months. Plan on nominal headcount and you build a phantom target nobody can hit. Here is the ramp-aware quota build, and the query that exposes the gap.
The CRM Says $4.2M. Finance Says $3.6M. The Board Hears a Third Number.
Three systems, three revenue numbers, one board meeting. The fix is a field-level crosswalk you build in six rungs, not a bigger spreadsheet.
The Renewal Discount You Granted Once Is Now Permanent
A one-time 20% discount to save a deal quietly became the customer's forever price, and it drifted to 32% while nobody was looking. Here is the discount-sunset system that recovers the margin without a renewal fight.
Your CRM Has 47 Required Fields. Reps Fill Out 6.
Every required field is a tax on the 28% of the week a rep spends selling, and most of the fields get read by nobody. Here is the two-number audit that finds the tax and the one-line test that stops it coming back.
You Have 40 Pipeline Reports and One Renewal-Date Field
The bowtie splits at Commit. Your CRM instruments the left side to the decimal and describes the entire right side, where NRR compounds, with a single date field. Here is the instrumentation build that fixes it.
Lead Routing Is a Latency Problem, Not a Fairness Problem
Your round-robin is balanced to the record and slow to the buyer, and the buyer is the one who leaves. 65% of buyers expect a response inside an hour. Here is the latency stack that fixes it, in build order.
58% of Your Support Tickets Should Not Exist
I pulled 90 days of a support queue and bucketed every ticket by root cause. Most of the volume was seven questions asked over and over. Here is the query and the deflection loop that drains it.
Your Sales Methodology Is a Schema You Never Built
Twelve percent of open opportunities had a documented economic buyer despite full SPICED training. Adoption is a data-capture problem wearing a training costume. Here is the field schema and stage-gate validation that makes qualification structural.
You Don't Have Too Many Tools. You Have Too Many Owners.
The average B2B team runs 25+ tools. A procurement freeze fixes none of it. A five-rung governance build, inventory to ritual, cuts the orphans it can never see.
The Sticker Price Is the Smallest Number on the Quote
We renewed a $48K tool that 19 of 42 people used, because the demo won and nobody wrote down the real cost. Here is the weighted scorecard with 3-year TCO and a no-regrets threshold that decides before the sales rep does.
Win-Loss on Autopilot: Instrument the CRM So the Data Collects Itself
The quarterly win-loss survey nobody fills out is a design failure, not a discipline failure. Six close-reason values, one validation rule at the moment of close, and 100% of lost deals log themselves.
A Third of Your Pipeline Is Already Dead. Your Coverage Number Counts It Anyway.
Coverage math counts every open dollar as live. Roughly 30% of it has had no activity in 21 days and is never closing (Ebsta/Clari). Here is the strip that turns raw pipeline into the live-and-weighted number, and the three queries that build it.
Stop Rolling Up Gut Calls. Build the Forecast From 5 Observable Inputs.
The forecast I inherited called $6.2M and landed at $4.9M because it rolled up rep gut calls. A defensible number is built from five observable inputs: stage-transition probability, velocity, engagement, qualification, and calibrated conviction.
An $800K Territory Cannot Carry a $1.2M Quota
Average attainment fell to 42.7% in 2025 and the reflex is to coach the reps. Half of them were handed a map that could never carry the number stapled to it. Here is the ramp and capacity aware carve, with the query and the edge-case rules to publish before day one.
New Logos Add. NRR Multiplies. Only One Compounds.
Chase new logos and you are running addition. Net revenue retention runs multiplication, and at 120% versus 102% the base you already own diverges 26x over twenty years. Here is the retention build order, the GRR gap that keeps NRR honest, and a worked example that reconciles to the divergence.