Superwise.ai
Case study · 2026
Lead scoring · Lead pipeline · Marketing → sales handoff

Marketing built demand. Sales couldn't see it. We made the handoff automatic.

Superwise.ai builds observability for AI systems. Its own funnel had a blind spot: leads changed hands by memory, in DMs, or not at all. We rebuilt the marketing-to-sales handoff as a graded, automated system inside HubSpot.

What sales receives now AUTO-CREATED
A1
New lead · d.okafor@…
created 2 min ago by workflow
Lead sourceWebinar · Monitoring LLMs in production
Lifecycle stageMQLset by workflow
Fit gradeA · matches ICP 3/3
Engagement1 · 62 pts · webinar, email, pricing
Next stepQualify in the lead pipeline
Illustrative record · no human in this loop
Client Superwise.ai Industry AI observability · B2B SaaS Scope Scoring · Lead pipeline · Handoff Status Live + ongoing
01

The disconnect

Before the engagement

Marketing could prove activity. Sales could prove pipeline. Nobody could prove the connection.

Campaigns ran, webinars filled, forms converted. Then the trail went cold. When a lead looked ready, the handoff happened however that person preferred: a DM, a spreadsheet row, a mention in standup. No shared definition of ready, no record of the pass, no way to trace it afterwards.

The cost

Qualified leads sat untouched. Not because sales didn't care, but because there was no place where they showed up as work.

Fixed by The RevOps Company HubSpot Diamond Solutions Partner Diamond Solutions Partner · 50+ five-star reviews
MARKETING
Webinars filling up
Nurture emails clicked
Forms converting
Output: leads that felt ready
THE GAP
DM: "this one looks warm"
pasted into sheet_v3
mentioned in standup
…never followed up
HANDOFF BY MEMORY
SALES
Deal pipeline, deals only
Own prospecting lists
No intake for marketing leads
Input: whatever crossed the gap
02

The grades

One discovery session

The discovery session ended with one agreement: "ready for sales" would be computed, not felt.

With both teams in the room, we drew the line where marketing's job ends and sales' begins, and gave it a grammar. Every contact carries a two-character grade: a letter for fit, a number for engagement. The same rule for every rep, every campaign, every week.

Fit · the letter WHO THEY ARE
A Matches the ICP on all three: industry, company size, role
B Two of three: close, worth watching
C Outside the profile: never a rep's time
Engagement · the number WHAT THEY DO
1 50+ points: actively in motion right now
2 25–49: warming, keep nurturing
3 Under 25: quiet, too early
Points earned from email activity, form submissions, webinar attendance and site behaviour, weighted by intent, decaying with time.
A1

Nine combinations exist. Exactly one creates work for sales: A1: right company, moving now. The moment a contact hits it, a lead is created with its source attached and lifecycle stage set to MQL.

03

The signals

Data groundwork

A grade can only count what it can see. So before any scoring, every signal had to live inside HubSpot.

Webinar attendance, form submissions, email engagement, site behaviour: the raw material of the engagement score sat scattered across tools. We wired each source into the contact record, so a prospect's entire journey reads as one timeline. If it isn't in HubSpot, it doesn't count. Now, everything is.

Email activity opens · clicks · replies Form submissions demo · content · contact Webinar attendance registered · attended · replayed Site behaviour pricing · docs · key pages HUBSPOT CONTACT RECORD One timeline, every touch Properties standardised Source captured on the way in COMPUTES THE GRADE ▸ FIT · A B C who they are ENG · 1 2 3 what they do
04

The matrix

Interactive

This is the mechanic that closed the gap. Build a prospect: who they are, what they've done. Watch where they land on the grid. Only one cell creates a lead.

Toggle the signals · get to A1
Fit · sets the letter
Engagement · sets the number
Weights and thresholds shown are illustrative; the live model was tuned with Superwise after discovery
B2
FIT 2/3 → grade B
A = 3/3
ENGAGEMENT 25 pts → band 2
BAND 1 ≥ 50
1≥ 50 PTS
225–49
3< 25
FIT · A → C
A
B
C
A1→ SALES
lead created
A2
warming up
A3
right fit, quiet
B1
watch closely
B2
keep nurturing
B3
too early
C1
engaged, wrong fit
C2
low priority
C3
no action
ENGAGEMENT · 1 → 3
Too early: stays with marketingNO LEAD CREATED

Neither dimension is strong enough. Nurture continues quietly, and sales' queue stays clean. Under the old handoff, a contact like this could still end up in a rep's DMs.

Right company, quiet behaviourNO LEAD CREATED

A-grade fit, but the signals aren't there yet. Marketing keeps nurturing until the number climbs. No rep wastes a morning on a cold "maybe".

Moving fast, wrong profileNO LEAD CREATED

Band-1 engagement, but the fit letter says B or C. This is exactly the noise the old handoff drowned in. The matrix filters it out before it costs anyone time.

A1: lead created, automaticallyHANDOFF TO SALES

The moment both are true, HubSpot creates the lead in the lead pipeline and queues the follow-up. No human has to remember this handoff.

SOURCE · webinar LIFECYCLE · MQL OWNER · assigned
05

The lead pipeline

Where A1s land

Sales got what they never had: a place where marketing's leads show up as work. Not a list. Not a DM. A pipeline.

Every A1 lands in stage one with its source, its MQL lifecycle stage and its full signal history attached. Reps qualify here, before anything touches the deal pipeline. Good conversations convert to opportunities; the rest are disqualified with a reason and recycled to nurture. Nothing evaporates in between.

Lead pipeline · sales view FED BY THE MATRIX · A1 ONLY
NEW LEAD 2
AUTO-CREATED BY WORKFLOW
r.iyer@…A1
source: webinarMQL
m.chen@…A1
source: demo formMQL
QUALIFYING 1
SALES WORKS THE LEAD
s.brandt@…A1
source: pricing + emailMQL
discovery call booked · Thursday
QUALIFIED 1
CONVERTS TO OPPORTUNITY
j.novak@…A1
source: webinarSQL
→ deal created in the sales pipeline
DISQUALIFIED 1
WITH A REASON · NEVER LOST
t.aliyev@…A1
reason: no budget cycle
↩ recycled to nurture · score keeps counting
Illustrative board · stages as designed, records anonymised
06

The loop

What changed

The gap is now a gate. And for the first time, both teams can see through it.

The entire sales team works marketing's leads in one queue: same definition, same stages, same record. Because every lead carries its source, marketing finally sees which campaigns become conversations and which never leave the matrix. The weights keep being tuned as real data accumulates. That's the ongoing part of the partnership.

One definition of sales-ready
A1: agreed in discovery, enforced by workflow
Whole sales team on the lead pipeline
qualification happens before anything becomes a deal
Marketing sees where its leads go
source travels with every lead, from campaign to close
9
lead grades a contact can hold, A1 through C3
1
grade that creates a lead for sales, automatically
100%
of the sales team qualifying in one shared pipeline
0
handoffs left to memory, DMs or spreadsheets