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Your CRM has all the data.
None of the answers.

We turn your messy go-to-market data into metrics your whole team can trust. One number. Every team. Every time.

Demo video goes here

Built on best-in-class open source technology

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Sound familiar?

The next best action to protect and grow revenue should be obvious. But your data stands in the way.

Sales Pipeline
$1.2M
Marketing Pipeline
$800K
Finance Pipeline
$547K

Three versions of the truth

Sales says $1.2M in pipeline. Marketing says $800K. Finance has a third number entirely. Same CRM, three different realities.

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Board prep Board day

Reports take weeks (and weekends)

Board meeting Monday. You'll spend Friday and Saturday rebuilding the same reports from scratch. Again.

AI Assistant
Based on your CRM data, Q4 pipeline is $2.3M with 847 qualified leads and a win rate of 34%. I recommend focusing on the Enterprise segment.

AI that makes things up

You bought the AI tools. They confidently generate answers from data that's incomplete, duplicated, or just wrong.

Pipeline_backup_v3
MQL_recount_FINAL
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ARR_finance_version_v2

The spreadsheet layer

Between your CRM and actual decisions sits a graveyard of spreadsheets nobody maintains and everybody depends on.

Senior Data Engineer
Full-time · Remote · Posted 2d ago
$180K+ / year
• 6+ month ramp time
• Must learn entire GTM motion
• Build from scratch, alone
• Good luck hiring this person

The "just hire a data engineer" advice

Great idea if you have $180K, six months to onboard them, and a plan to teach them your entire GTM motion.

Sarah K.
Just updated the Q4 dashboard
dash.company.com/q4-pipeline
🤔 3 2 👀 4
Mike T. Where did you pull these numbers?

The trust deficit

Nobody trusts the numbers enough to commit. So every decision gets re-litigated — until someone just goes with their gut anyway.

"Nobody ships a software product without tested, version-controlled data behind it. But somehow, we expect revenue leaders to make million-dollar decisions on raw, messy CRM data."
Craig Martin
Craig Martin Founder, gtm eng

From raw data to real answers

Production-grade data infrastructure built on open-source tools. No lock-in. No black boxes.

CRM (HubSpot / Salesforce)
Billing (Stripe / Chargebee)
Product usage
Support (Intercom / Zendesk)
Ingest
Your CRM + tools
All your GTM data sources synced. Automated, scheduled, reliable.
Raw Data
CRM, billing, product — unstructured
Staging → Intermediate
Cleaned, deduped, validated
Dimensions + Facts
Kimball-style models, production-grade
Trusted Metrics
One number, every team, every time
Transform
GTM Engineering Platform
Our world-class GTM data model cleans and transforms your data. Version controlled, fully documented, AI-ready.
Dashboard
$1.2M
Google Sheets
$1.2M
AI Assistant
$1.2M
CRM Field
$1.2M
Same number. Every tool. Every time.
Action
Start actioning insights
Every team sees the same number — in dashboards, Sheets, AI tools, and your CRM. No one asks "where did you get that?" again.

Know exactly where your CRM is leaking revenue.

See exactly where your data is breaking down — categorized by severity, object type, and business impact.

Complete Records

Catch contacts missing emails, deals missing amounts, and companies missing domains — before they become dead ends in your pipeline.

Validated Data

Flag closed-won deals with $0 amounts, close dates before create dates, and lifecycle mismatches that silently wreck your forecast.

Deduplicated CRM

Surface duplicate contacts and companies that inflate your TAM, split activity history, and confuse your reps.

Connected Records

Find deals orphaned from companies, contacts floating without accounts, and broken associations that make attribution impossible.

Fresh & Active

Identify stale contacts (6mo+), zombie deals, and companies with no recent engagement — so your team works live opportunities, not dead ones.

CRM Data Quality Score
92/100
Score trend — last 90 days
+8 pts
Completeness
87%
Validity
96%
Uniqueness
84%
Associations
91%
Timeliness
98%
14 Critical
23 High
47 Medium
Gartner
"Bad CRM data costs B2B companies 12% of revenue."
Book Your Audit

The dashboards your board actually wants to see.

A pre-built library of production-grade GTM metrics and dashboards. Built on clean data.

CRO Dashboard

Pipeline health, revenue trends, forecast accuracy, and team performance — one screen, no spreadsheet required.

Sales Pipeline Analytics

Stage conversion rates, velocity by segment, pipeline coverage ratios, and aging analysis. See where deals actually stall.

Rep Performance

Activity metrics, pipeline contribution, conversion rates, and quota attainment by rep. Fair, consistent, based on real data.

Bowtie Funnel Metrics

Full customer lifecycle — from lead to expansion. Acquisition, activation, revenue, retention, and expansion in one connected view.

GTM Metrics Output
Live
Net Revenue Movement
$3k
$2k
$1k
Reactivation
Expansion
New Business
Churn
Contraction
Pipeline Coverage
3.2x
Avg Sales Cycle
34 days
Lead → Opp Conversion
12.4%
Net Revenue Retention
108%
Win Rate (Enterprise)
42%
Avg Deal Size Growth
+18%
Same CRM. Same team. Completely different visibility.
These aren't generic BI dashboards. They're opinionated, pre-built GTM metrics based on how the best revenue teams actually operate.
Book Your Audit

We work best with teams who…

Your team actually uses your CRM

It doesn't need to be perfect — but the data needs to exist. Reps log activity, deals move through stages.

$1M+ ARR with a real sales team

Past founder-led sales. Pipeline stages, quota-carrying reps, and revenue numbers someone is accountable for.

A revenue leader (or RevOps team) who owns this

A VP Sales, CRO, or Head of RevOps with the mandate to act on what the data reveals. Not a side project.

Metrics that don't tie out across teams

Sales says one pipeline number, marketing says another, finance has a third. Board prep is a fire drill.

Start with a free audit. Deploy in weeks, not months.

No long contracts. No vendor lock-in. More affordable than an in-house team. You own everything we build.

Step 01

Data Audit

~3 weeks · Free
Assessment of your current CRM data health
Recommended architecture fixes and quick wins
No commitment. If we're not a fit, you walk away with a useful report to action.
Step 03

Ongoing Services

From $1K / month
Custom metrics and models
AI-powered forecasting and insights
Ongoing maintenance and support
Scoped monthly based on your needs
Every model, every test, every line of code — yours when the engagement ends

Ready to stop guessing?

Book a free data audit. No commitment, no sales pitch — just a clear-eyed assessment of your GTM data and what's possible.

Takes about 3 weeks. You keep everything we find.

Book Your Free Data Audit