We cut inference cost 61% by deleting a “best practice.” The exact before/after diagram — platform engineers repost this to their whole team.

AI infrastructure sells to the most technical buyers alive — ML engineers and platform leads who can smell a marketer in one line. We turn your real systems expertise into founder-voice content they trust, and surface the platform teams already engaging your posts.
We are client zero: our own deep-tech account produced 15,607 engagers → 198 qualified buyers → 370 outreach drafts, automatically. The loop doesn’t care about the vertical — it runs on yours.
Three leaks that keep the best founders in your space invisible.
RAG, agents, inference, eval — the vocabulary moves faster than any content team can. The founder who explains the shift first owns the search and the mindshare. Generic content is always a quarter behind.
Platform leads trust a benchmark and a war story, not a landing page. Content from your actual scars is the only thing that earns a reply.
The ML engineers reacting to your architecture posts are your highest-intent pipeline — and almost nobody scores them, names them, and opens the conversation. We do.
The kind of founder-voice posts the loop would publish on your account — engineered to earn reach, build trust, and book calls. Engagement figures below are illustrative projections.
We cut inference cost 61% by deleting a “best practice.” The exact before/after diagram — platform engineers repost this to their whole team.

“Your eval suite is lying to you.” The 3 metrics that actually predict production quality — and the ones everyone charts because they look good.

A 90-second Loom walking through the one primitive our platform ships that your team keeps rebuilding badly — the post that books the technical call.

Illustrative example posts — the format and caliber we’d craft in your voice. Engagement numbers shown are conservative projections (“est.”), not results from a specific published post. Your real numbers depend on your account, audience and ICP — run the free estimate for a figure grounded in your data.
A deliberately conservative projection of what the loop compounds toward for a founder in your space.
Estimates, not guarantees — modelled conservatively on Alphavant’s own proven track record and typical deep-tech founder accounts. Your real figure depends on your audience, ICP and deal size.
Get my grounded estimate — free →The projections above are modelled on our own proven track record. Across a portfolio of B2B / deep-tech founder accounts, trailing 12 months:
Proven — Alphavant’s own aggregate results (Publer, trailing 365 days). Client names on request, not on a landing page. We ran the loop on ourselves before we sold it.
One closed system on your business — it gets sharper every month. You are not buying posts; you are buying a system we already ran on ourselves.
Answer five questions and get an instant, deliberately-conservative estimate of how many qualified buyers are already in your LinkedIn engagement — and what they’re worth.
Run the free estimate →We don’t invent expertise — we surface yours. We mine your calls, PRs and docs for the exact language and war stories that pass the engineer test, then structure them for reach.
The loop is built for it. As the category re-labels, we re-steer positioning and formats from what your audience echoes back — that’s the point of a loop over a campaign.