Case studyLumi AI · Apr to Sep 2026
Lumi AI

CPL from $455 to $176.
196 leads in five months.

How Kiin rebuilt the LinkedIn Ads account of Lumi AI, an agentic analytics platform for ERP data, from the ground up, then fixed the leak behind the form.

Four test tubes labelled audit, rebuild, timing and follow up
$455 → $176Blended CPL, handover vs best month
196Leads in five months
57%Of leads from retargeting, at $55 CPL
2,800 → 5,600Retargeting pool, doubled
Really enjoyed working with KIIN. They managed our LinkedIn ads end-to-end and did a fantastic job. They were proactive in identifying issues and opportunities, continuously improving performance, and helping us build a robust growth engine that consistently generated weekly meetings with our ICP. Highly recommend working with them.
Ibrahim AshqarCo-Founder & CEO, Lumi AI
At a glanceApr to Sep 2026

196 leads in five months. 57% of them at $55 CPL from warm retargeting.

$44K of spend in the new account. Blended CPL averaged $225 against $455 at handover, and $176 in the best month.

Blended CPL$455 → $225Handover vs new account average
Best channel$55BOFU CPL, warm retargeting
Best month52Leads in August 2026
Best market$124Australia CPL
Retargeting57%Of leads from BOFU, at $55 CPL
Thought Leader Ads7.7%CTR on cold audiences, vs 0.5% benchmark
Pool2,800 → 5,600Retargeting audience, doubled
Spend$44KNew account, five months
01 · The starting pointApril 2026

Blended CPL was $455 when Kiin took over.

The campaigns produced some leads, but the economics were hard and the structure could not scale.

  1. Thought Leader Ads with no CTA. Strong engagement, zero leads captured.
  2. $2,500+ a month on non ICP industries.
  3. UAE absorbing $1,145 a month with zero leads.
  4. Entry and Training seniority eating budget with zero return.
  5. US and New Zealand in one campaign, breaking pacing.
  6. No MOFU or BOFU split. Every campaign chased the same audience.
  7. No conversion tracking after the form was submitted.
02 · The audit

What the account data actually showed.

01
Geography

The US took 64.6% of budget at $330 CPL. Australia took 4.8% at $124.

CPL by country: Australia $124, UAE $136, Canada $143, United Kingdom $254, United States $330
Australia, UAE and Canada: 22.7% of budget, 41% of leads

How Kiin read itDon't cut the US: it still produced 60 leads. Move budget toward the markets where each dollar works harder.

02
Who was engaging

The job title report found the buyers the job function report hid.

Job titleImpr.ClicksCTRSpend
VP of Analytics4,9031042.1%$784
Manager of AI3,6681002.7%$419
Director of Analytics2,876732.5%$444
Head of Analytics3,998892.2%$492
Senior Data Analyst4,9701563.1%$437
Founder (general)612111.8%$54

How Kiin read itLinkedIn files data roles under the IT job function, so the function report looked wrong. At title level the buyers were clear: VPs, Heads and Directors of Analytics, and Managers of AI. Senior Data Analysts clicked most but don't buy, so they came out.

03 · The rebuildLate April 2026

New account. Clean structure.

Rather than fix the old account, Kiin built a fresh USD account and migrated only the best audiences and assets. Structure first, then targeting, then creative.

  1. 01Clean attribution

    No legacy data polluting the signals.

  2. 02Funnel groups

    Separate TOFU, MOFU and BOFU campaign groups.

  3. 03Geo split

    North America and Rest of World in their own groups.

  4. 04Manual CPC

    Bid caps replace LinkedIn's Maximum Delivery default.

  5. 05Exclusions

    Fresh audience exclusion lists from day one.

Every exclusion came straight from the audit.

AreaRemovedAdded or kept
IndustriesInsurance, Hospitality, Capital Markets, Healthcare, Airlines, Higher Education, Real EstateLogistics and Supply Chain, Retail, Food and Beverage, Manufacturing, IT Services, Management Consulting
SeniorityEntry, Training, UnpaidDirector, VP, CXO, Senior (monitored)
Job titlesSenior Data Analyst, Member, Investor, MentorVP of Analytics, Head of Data, Director of BI, Manager of AI
LocationRecent visitors and temporary locationPermanent location only
GeographyUS and New Zealand in the same campaignUS + Canada and Rest of World in separate groups
BiddingMaximum Delivery (LinkedIn default)Manual CPC with bid caps
TL
Thought Leader Ads + ABM

Thought Leader Ads hit 7.7% CTR on cold audiences. They produced zero leads.

Thought Leader Ads on cold audiences 7.7% CTR vs 0.5% benchmark for standard sponsored content
ABM list: 300 to 500 mid market companies in retail, supply chain, manufacturing and food and beverage, where Lumi had case studies.
  1. Lead gen forms on warm Thought Leader Ad campaigns
  2. 14 assets split into their own campaigns, out of auto rotation
  3. Retargeting audiences built from post engagement
  4. CTA links in top of funnel post copy
  5. Video Thought Leader Ads alongside image
04 · What the data told us

Sunday was the cheapest day. Lead gen CPL: $49.

Auction competition drops on Sundays and VP level data leaders in North America catch up on LinkedIn on Sunday evening. Most advertisers pause weekends. Here that would have cut 34% of lead gen leads.

Lead gen CPL by day: Mon $58, Tue $78, Wed $72, Thu $77, Fri $61, Sat $66, Sun $49
$55Weekend CPL
$68Weekday CPL
50%Of leads 09:00 to 17:59 EDT
50%Outside North American office hours

So whatMidnight to 9am EDT was the UK and UAE audience in their own working day. Dayparting to North American office hours would have wrecked the Rest of World campaigns. Peak slots: 3pm and 5pm EDT. n = 126 leads.

05 · The funnel gap

LinkedIn leads up 30%. Calendly bookings down by half.

The leads weren't worse. People closed the form meaning to book later, and never did. Manual BDR follow up was too slow.

May to August 2026: LinkedIn leads 40, 47, 44, 52; Calendly bookings about 24, 22, 18, 12
Bookings per lead, approx.
60%May
47%Jun
41%Jul
23%Aug

The fix: follow up while the lead is still on LinkedIn.

Zapier / MakeInstant email

The moment a form is submitted: “If you haven't already, here's the link to book.”

HubSpotActive list

Source is LinkedIn paid social and status is not Connected: feeds the BDR queue automatically.

HeyReach24 hour sequence

Unbooked leads get a LinkedIn connection and message sequence within a day of the form.

Apollo“Did not book”

The no show sequence now also triggers on leads who never booked, before they go cold.

06 · The numbersMonth by month

Blended CPL fell from $455 at handover to $176 in August.

Blended CPL: May $247, Jun $211, Jul $247, Aug $176, early Sep $201, against $455 at handover
MonthSpendLeadsCPL
May$9,89140$247
Jun$9,92547$211
Jul$10,85144$247
Aug$9,13752$176
Sep 1 to 8$2,60913$201
Total$44,056196$225

Includes $1,643 of April launch spend with no leads. Old account, Dec 2025 to Apr 2026: $42,493 spend.

57% of all leads came from warm retargeting, at $55 CPL.

Leads by channel: BOFU conversation and message ads 112 at $55 CPL, TOFU cold conversation ads 72 at $371 CPL, MOFU document ad 12 at $79 CPL
2,800 → 5,600Retargeting pool
$55BOFU CPL

How Kiin reads itBOFU is capped by the size of the retargeting pool. Judge top of funnel on cost per new pool member, not just direct leads.

07 · Key learnings

Six things this account taught us.

01Thought Leader Ads need a CTA

5 to 9% CTR on cold audiences. Zero pipeline until a form went on.

02Don't pause weekends

Sunday CPL $49, 37% cheaper than Tuesday. Weekend $55 vs weekday $68.

03Budget share is not lead share

US: 64.6% of budget at $330. Australia: 4.8% at $124. Rebalance, don't cut.

04Track booking rate

August was the best month for leads and the worst for bookings.

05Retargeting is everything

BOFU made 57% of leads at $55. Grow the pool and BOFU grows.

06The send cap is a ceiling

1 send per member per 30 days, per sender. A second sender can double volume.

KIIN LABS · CASE STUDY

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