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An AI Product Launch Marketing Plan

A launch structure built around distribution rather than announcement.

An AI Product Launch Marketing Plan
Vanguard Research·8 September 2026 ·7 min read Book a scope call →

The short version is below. The longer version matters because the details are where the money leaks.

Software companies are usually sitting on more distributable content than they realise — demos, webinars, podcast appearances and conference talks that were recorded once and then never left the platform they were recorded on.

The pre-launch window

The account doing the posting matters more than most teams accept. A mediocre clip on an established account will out-reach an excellent clip on a cold one, reliably.

Acquisition costs in software have risen every year for a decade, which is why organic short-form has moved from experiment to line item.

Launch week mechanics

In practice this is a volume question before it is a creative question. Six posts tell you nothing; four hundred tell you which hook family works and which was a coincidence.

Software companies are usually sitting on more distributable content than they realise — demos, webinars, podcast appearances and conference talks that were recorded once and then never left the platform they were recorded on.

Rule of thumb: if you cannot state what a verified view means in your contract, you are not buying reach — you are buying a number someone else controls.

The tail nobody plans for

Every platform now demotes reposted and watermarked material, so anything that looks recycled across channels quietly loses distribution before a human ever sees it.

The buyers approving your invoice scroll the same feeds as everyone else, and reaching them there costs a fraction of reaching them in a B2B ad auction.

  • Establish the baseline before you change anything: branded search, direct traffic, blended acquisition cost.
  • Run enough volume in the first thirty days to distinguish a format from a coincidence.
  • Cut the bottom third of formats hard, and put the freed budget behind the top third.
  • Judge downstream effects on a four to eight week lag, not inside a seven-day attribution window.

Measuring the launch honestly

Treat the first thirty days as a shakeout rather than a campaign. The purpose of the initial spend is information, and the returns arrive once you act on it.

Acquisition costs in software have risen every year for a decade, which is why organic short-form has moved from experiment to line item.

The numbers we work from

MetricBenchmarkNotes
Clips per hour of source20–60Depends on density of the source material
Clips surviving full selection1 in 38~97% destroyed before publication
Programme entry point$5,000/moPriced on selection, not impressions
Time from file to live24–72 hoursSub-15 minutes on retainer for live moments
Minimum useful budget$5,000Below this there is not enough volume to learn from
First reliable read30 daysDownstream lift typically 4–8 weeks behind

The short version

Whether you run this internally or hand it to someone, the structure above is the part that matters. The logo on the invoice is not.

If you want this modelled against your own category and budget, a call takes thirty minutes and gives you a price, a campaign outline and a launch date — whether or not you buy anything.

Want this run for you? Vanguard turns one video into thousands of clips, reviews every one by hand, and posts the best on the network.

Book a scope call →