Case study · 02 - Sales Tech
A Forecast That Holds
$68M ARR sales-tech company · 55 quota carriers · $48k mid-market ACV
A sales org that had missed forecast four of the last six quarters let Pulse watch every committed deal for change, then had FDEs turn its events into an evidence-graded call. The number held.
Company profile
- Revenue
- $68M ARR
- Employees
- 310
- Sales org
- 55 quota carriers · 5 pods
- ACV
- $48k mid-market · $210k enterprise
- Cadence
- Weekly commit calls, quarterly board forecast
- Forecast record
- Missed 4 of last 6 quarters
Salesforce
Clari
Gong
Outreach
Slack
SnowflakePulse started on Salesforce and Gong, then added Outreach, Clari, and the warehouse. 9 sources in total.
The challenge
The company had missed its forecast in four of the last six quarters, twice high and twice low, with swings up to 19% of the quarter’s number. Everything needed to see a deal slipping was already in Salesforce and Gong. Nobody saw the combination until the quarter was over.
31%
of committed deals had no recorded customer activity in the prior 14 days. The commit was a feeling, not a fact.
6 hrs/wk
of leadership time went to commit calls, most of it interrogating reps one deal at a time to reconstruct evidence that already existed in Gong and the CRM.
5
different working definitions of “commit” across five pod leaders. Clari faithfully rolled up whatever each pod fed it.
44%
of next-step fields hadn’t been touched in three weeks or more. The system of record recorded very little.
The forecast wasn’t wrong because the math was bad. It was wrong because nobody noticed the deals changing.
The Revenue Change Audit
- Deals
- ~450 open opportunities, commit and best case
- Systems
- Salesforce, Gong, Outreach, read-only
- Window
- Baseline, then 30 days spanning a quarter close
- Backfill
- Two quarters of field history and call recordings
Pulse connected read-only to every open opportunity and replayed two quarters of field history against the calls behind each deal. It then watched through a quarter close while pod leaders rated every high-priority event.
- 1
Close dates were the loudest signal nobody tracked: slipped deals were re-committed an average of 2.3 times, each time re-entering the forecast at full weight. Pulse treats the push pattern itself as an event.
- 2
Gong showed single-threaded deals, missing paper process, and quiet champions, but nothing reconciled the calls against CRM stage. Context joined them per deal.
- 3
Commits with a multi-threaded buying committee and a dated paper-process step closed at roughly 3x the rate of the rest. Neither existed as a field; both became part of each deal’s momentum state.
- 4
In 30 days Pulse raised 63 deal-momentum events. Pod leaders rated 41 useful, and 24 both useful and not already on their radar.
What Pulse surfaced
Four of the events that came up in the audit review:
Commit slipping: new CFO, frozen budget
Close date pushed three times, new CFO appointed, budget review raised on the last call
$214,000 deal
New to the teamSingle-threaded commit
One contact on nine of nine calls, economic buyer never engaged, paper process undated
$168,000 deal
New to the teamEconomic buyer went silent
Four touches unanswered in 15 days after pricing was sent
$96,000 deal
Team already knewUpside hiding in best case
Security review cleared, procurement engaged, stage still at Evaluation
$142,000 deal
New to the team63
deal events in 30 days
65%
rated useful
38%
useful and non-obvious
What FDEs built on top
FDEs turned the pods’ five definitions of commit into one set of evidence rules, then built agents that act on Pulse’s deal events before the commit call.
Forecast Integrity Agent
Grades every commit 48 hours before the call against the deal’s momentum state and the rep’s own slip history, and proposes a recut with the evidence attached. The CRO approves the adjusted call.
Pipeline Hygiene Agent
Chases stale next steps and close dates with reps directly in Slack, accepts the fix inline, and escalates only what stays stale. The rep confirms every write-back.
Commit definition pack
86 evidence rules for stage, commit, and paper process, reconciled with all five pod leaders and running as custom Revenue Events.
Board Forecast Brief
Drafts the quarterly board narrative from the graded pipeline and the events that moved it, for the CRO to edit.
The CRO asks Pulse “show me every commit whose state changed this week” instead of waiting for Monday’s call. Same Context the agents use, same audit trail.
The rollout
Weeks 1-2
Revenue Change Audit
Read-only connection to ~450 open deals. Baseline and two-quarter backfill; the first close-date push patterns surfaced on day three.
Weeks 3-6
Observe through quarter close
Pod leaders rated 63 events as the quarter closed. The commit definition was settled in one working session with the CRO.
Month 2
Pulse live, async commit calls
Events delivered to reps 48 hours before the call with evidence attached. The call shrank to exceptions and strategy.
Quarter end
Graded call becomes primary
The evidence-graded call landed within 3.2% of actuals, against an 11% average miss over the prior six quarters. Clari kept for validation.
Results
27%
forecast variance cut
in the first full quarter with Pulse live
±3.2%
final-call accuracy
by quarter two, from an 11% average miss
6h → 2h
weekly commit-call time
deal interrogation moved async with evidence attached
-41%
multi-quarter slips
re-committed deals confronted with their own history
Value delivered
$2.1M-$3.4M year-one value
$1.3M-$2.2M
Recovered at-risk commits
Flagged deals re-worked before quarter end, measured against the historical outcomes of comparable unflagged slip cohorts. Discounted to 60% for attribution.
~4,900 hrs/yr
Leadership & rep time returned
Commit-call and hygiene-chasing time across 55 sellers and 8 leaders, valued at loaded cost.
Not quantified
Planning on a trusted number
Capacity and cash planning against a forecast the board trusts. Real, and deliberately left out of the total.
All estimates discounted for year-one realization. No credit taken for second-order effects.
Beyond the revenue org
The evidence-graded pipeline now feeds more than the forecast:
Finance uses the same graded pipeline for cash planning instead of applying a flat haircut to the CRM number.
Product marketing gets a weekly digest of competitor mentions pulled from flagged deals’ calls.
Neither effect is included in the value figures above.