How a seed-stage AI outbound tool got $780K in qualified pipeline in 90 days

The result: $780K in qualified pipeline in 90 days from LinkedIn and Meta retargeting, 65 qualified opportunities at $923 each against $2,000 each in the 90 days before. The decision that drove it was to replace company-page LinkedIn ads and Google search with the founder's own posts, promoted as LinkedIn Thought Leader Ads.

Written by Emma Park

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The company and program

Fact	Detail
Client	A seed-stage AI outbound tool that researches target accounts and writes personalized cold emails for sales teams. Average contract $12,000 a year.
Stage	Seed
Industry	GTM tools
Timeline	90 days, Jul 28 – Oct 25, 2026, against the prior 90 days
Channels	LinkedIn (Thought Leader Ads, document ads, conversation ads) and Meta retargeting
Team	A Kiko growth lead plus agents for CRM source matching, lead-routing checks and weekly pipeline reports. The founder wrote the posts; the client's two account executives ran the demos

The approach

Test	Hypothesis	Compared against	Decision rule
Founder voice	The founder's posts, promoted as Thought Leader Ads, earn cheaper clicks and better demos than company-page ads	Company-page sponsored content from the prior 90 days	After $1,000 or 7 days, kill any ad whose cost per demo is 30% above the account. Judge survivors on qualified rate at 30 days
Gated playbook	A real outbound playbook, with sequences and reply rates, captures buyers who aren't ready for a demo	A direct "book a demo" offer	Keep it if playbook leads turn into demos at $400 or less per demo within 30 days
Meta retargeting	People who already visited the site can be reached far more cheaply on Meta than on LinkedIn	LinkedIn retargeting	Keep it if its cost per qualified opportunity is below LinkedIn's

A qualified opportunity is one the client's sales team moved to stage 2: right company size, the budget owner on the call, and an outbound team of at least two reps. It counts as paid when an ad was the first touch or the buyer named it on the demo form. Pipeline is the proposed annual contract value.

What we changed

Weeks 1–2. Made the source field mandatory on every CRM opportunity and added "How did you hear about us?" to the demo form. Installed the LinkedIn Insight Tag and the Meta pixel with the Conversions API. Built LinkedIn audiences by job title (VP Sales, Head of Sales Development, Head of Growth, founders) at 11–500-person companies in the US, UK and Canada.
Weeks 3–4. Promoted 8 founder posts as Thought Leader Ads. Launched the playbook as a document ad and tested a conversation ad with a demo offer.
Weeks 5–8. Added job-title exclusions, paused conversation ads in week 6, and launched Meta retargeting of 30-day site visitors and trial users.
Weeks 9–13. Promoted two founder posts a week and moved budget toward the Thought Leader Ads.

Meta campaign report for Jul 28 – Oct 25, 2026, showing spend, demos and cost per result. This view covers Meta campaigns only. Recreated from the case-study results; account details omitted. View full report

The results

Metric	Before (prior 90 days)	After (Jul 28 – Oct 25)	Change
Qualified pipeline	$318,000	$780,000	2.5x
Qualified opportunities	27	65	2.4x
Cost per qualified opportunity	$2,000	$923	−54%
Demo requests	96	172	+79%
Demo to qualified	28%	38%	+10 pts
LinkedIn click-through rate	0.42%	0.89%	2.1x

Meta retargeting cost $880 per qualified opportunity, against $936 across LinkedIn, so it stayed. The playbook document ad cost $332 per demo, inside the $400 rule.

Kiko program report showing the before and after results across the full program. Recreated from the case-study results; account details omitted. View full report

What didn't work

Conversation ads. LinkedIn message ads with a demo offer cost $650 per demo and produced 3 qualified opportunities at $2,600 each. We paused them in week 6.
Job-title targeting at first. In weeks 3–4, 22% of demo requests came from recruiters and agency owners outside the client's buyer profile. Exclusions in week 5 fixed it.
Revenue is still early. By November 2, 7 deals had closed for $86,000 in new annual recurring revenue. Most of the pipeline is still open, so payback on the media spend is not proven yet.

What we learned

Put the founder's voice in the ads. Thought Leader Ads had the best click-through rate (1.02%) and the best demo-to-qualified rate (40%).
Retarget on Meta, where reaching the same buyers costs a fraction of LinkedIn.
Fix CRM source tracking before spending the first dollar.

Frequently asked questions

How much does LinkedIn pipeline cost for a seed-stage sales tool?

Here, $923 per qualified opportunity, 65 of them from 172 demo requests over 90 days. Meta retargeting ran cheaper, at $880 per qualified opportunity. Most seed programs like this run $15,000–$25,000 a month in media.

How long until paid LinkedIn ads produce pipeline?

Weeks 1–2 went to CRM tracking and audiences, and the first Thought Leader Ads ran in weeks 3–4. By day 90 there were 65 qualified opportunities, and 7 had closed by November 2.

Would this work for a Series A GTM tool with a $50,000 contract and a longer sales cycle?

The founder-voice ads and CRM source rules carry over. The payback read does not: even at a $12,000 contract, only $86,000 had closed from $780,000 in pipeline by November 2. A longer cycle means waiting longer to judge.

Same industry, other angles:

Creator marketing: $1.1M in qualified pipeline in one quarter from 6 B2B creators
Product growth: Trial-to-paid conversion up from 9% to 17%
Full growth system: grew new ARR per quarter from $600K to $2.3M

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