---
title: "Closing the gap between MQL and pipeline"
type: case-study
evidence_type: proof
category: "Attribution & Lead Lifecycle"
publisher: "LeanScale"
date_modified: 2026-08-08
word_count: 377
topics: ["demand-generation", "revenue-operations"]
canonical_url: https://knowledge.leanscale.team/customers/fixing-cross-system-attribution-and-the-mql-to-pipeline-gap/
source: "LeanScale Knowledge Hub — https://knowledge.leanscale.team"
license: "Free to quote and cite with attribution to LeanScale."
---

# Closing the gap between MQL and pipeline

**Evidence type:** proof (what happened)

A growth-stage workforce-technology company was losing inbound leads and event contacts between MQL and pipeline, with attribution that did not agree across its marketing platform and its CRM. LeanScale rebuilt attribution across both systems and built the assignment, SLA and recycling layer that stops leads going quiet.

## The challenge

Attribution was unreliable across a marketing platform and a CRM that disagreed with each other, and leads leaked between MQL and pipeline with no clear assignment, no SLAs and no visibility into where they stopped. Leadership described inbound leads and event contacts as falling into a black hole once they arrived. A single trade-show cohort made the size of the gap concrete: of roughly 50 MQLs, fewer than 20 ever became active opportunities.

## The approach

A shared attribution model
Built one attribution model spanning the marketing platform and the CRM — a UTM taxonomy, channel and source normalization, and mirrored contact and opportunity fields — so both systems describe the same lead the same way.

Historic re-attribution
Ran an activity-feed-aware MQL snapshot backfill across roughly 8,800 contacts, so historic records carry a real attribution action instead of a default value.

Assignment, SLAs and recycling
Built unified lifecycle stamping, native territory-based assignment on a code-free territory object covering about a dozen territories, SLA alerts when a lead sits untouched, and MQL recycle automation — deliberately without buying a third-party routing tool.

Cross-system activity sync and hygiene
Enabled CRM-to-marketing-platform activity sync so meetings appear on the marketing side for the first time, fixed the sync errors behind it, reassigned records stranded on inactive owners, and populated unnamed company records with a workflow to prevent the problem recurring.

## Outcomes

~8,800 contacts re-attributed
An MQL snapshot backfill ran across roughly 8,800 contacts, with about 6,200 resolving to a real attribution action such as event attendance, demo request or content download. Counts are from our own delivery record.

Routing tool spend avoided
LeanScale demonstrated that native territory-based assignment was sufficient for the company's lead volume, so a planned purchase of a third-party routing tool was dropped.

The leak quantified
Our analysis of a single trade-show cohort — fewer than 20 active opportunities from roughly 50 MQLs — gave leadership a concrete number for the MQL-to-pipeline gap, and drove the lead-funnel build that followed.

CRM records remediated
Roughly 200 unnamed company records were named with a prevention workflow behind them, and about 70 records were reassigned off inactive owners.

Embedded delivery
About six months inside a fixed monthly retainer, with weekly syncs, a quarterly business review and a standing progress deck tracking hours and task status.

## Quotes

> I just want you guys to know that I think that that work has been effective.
>
> — Customer, Senior revenue leader

> I can see the difference from my role operationally in terms of the work we've done.
>
> — Customer, Senior revenue leader


## Canonical

https://knowledge.leanscale.team/customers/fixing-cross-system-attribution-and-the-mql-to-pipeline-gap/