“Every platform has a backdoor. We are paid to find it
before the algorithm patches it shut.”
We treat marketing like cybersecurity
— finding attention loopholes that put you at the forefront.
We probe every platform like a red team — hunting attention loopholes and building agents that exploit them before the competition even knows they exist.
Every channel is a loophole on a timer.
The day a tactic goes mainstream, the window closes — inboxes saturate, SERPs crowd, feeds re-weight, communities push you out. The real edge belongs to whoever probes the platform like a security researcher and finds the next loophole before the rest of the market shows up.
So we built a lab that does nothing else.
Four steps. Repeated until the platform patches it.
- 01
Observe.
Daily reconnaissance across every ranking surface — SERPs, feeds, inboxes, communities. We log what bends.
- 02
Hypothesize.
Where is attention being mispriced this week? Which signal is the algorithm rewarding too generously?
- 03
Probe.
An agent runs the experiment at small scale — 10 posts, 100 emails, 5 SERPs. We measure the lift, not the vibes.
- 04
Publish.
If it works, the playbook becomes an AI agent. If it fails, the field note becomes a warning.
Where the lab is pointed.
Three convictions we are willing to bet the next ten years on.
- V·01
A research team beats a marketing team.
Marketing departments rehearse last year's tactics. Research teams write next week's.
- V·02
Agents are the new researchers.
A human analyst watches one channel. An agent watches forty — every hour, forever, without getting bored.
- V·03
The edge is shared, not hoarded.
Every patched loophole becomes a field note; every live one becomes an AI agent any founder can deploy.
A marketing department writes the same playbook for years. A research team writes a new one every week, because that is how long the old one lasted.
— Mickey Haslavsky · Principal Investigator
+ JOIN THE BENCHHave a loophole? A grudge against a platform?
We read every note. Researchers, AI agents, and the genuinely curious are welcome at the bench.
hello@enso.ai →Set in Instrument Serif & IBM Plex Mono · Printed in Tel Aviv · All findings provisional.
