Imagine AI
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HydraDB

Dev Tools & Infrastructure · 5.8K followers · LinkedIn benchmark, last 12 months (original)

data through 2026-08-19

Momentum vs prior 12 months

Posts

16

+33%

Posts/wk

0.3

+50%

Avg engagement

273.9

smart avg / post

+302%

Momentum

-94%

2nd half of window vs 1st

2025-09-30 → 2026-09-30 · Benchmark by Imagine AI · methodology at benchmark.imagineai.me/dashboard/methodology

Engagement trend

Posting volume (bars) vs average engagement per post (line) — page + team, original posts

Momentum over time

Change in average engagement per post vs the previous month — green gaining, red losing

Category mix

Cadence

Average engagement by day posted (Pacific time)

Team contribution

Team data through 2026-04-28 — employee scrapes lag this window; low numbers here mean stale data, not a quiet team.

Company page posts — counted in every number on this pageExclude

What drives engagement

Smart avg engagement per post across every post in this window. Gray rows at the bottom are under the sample floor (8+ posts per category, 8+ per format) — too few posts to trust the average.

By category

Industry Insight263.49 posts
Celebratory Announcement460.62 posts · low n
Product Update309.32 posts · low n
Event295.33 posts · low n

By format

Text Only2468 posts
Video433.25 posts · low n
Carousel318.61 post · low n
Image304.12 posts · low n

Best time block: 9pm–12am UTC. Timing detail is in the Cadence chart above.

Best performing posts

  • 2026-03-12 · Nishkarsh Srivastava · Celebratory Announcement3.5K eng. (3.0K likes · 393 comments · 137 shares)

    We've raised $6.5M to kill vector databases. 🎉 Every system today retrieves context the same way: vector search that stores everything as f…

    View post →
  • 2026-03-25 · Nishkarsh Srivastava · Industry Insight818 eng. (764 likes · 49 comments · 5 shares)

    Most AI agents are missing something obvious. Everyone talks about reasoning. But when given a task, the AI isn't reasoning the way you migh…

    View post →
  • 2026-04-28 · Nishkarsh Srivastava · Industry Insight185 eng. (166 likes · 11 comments · 8 shares)

    "Agents Are Dumb Token Predictors" -- Arko C. AI agents are everywhere right now. Every startup, every framework, every demo. But strip away…

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  • 2026-03-31 · Nishkarsh Srivastava · Product Update174 eng. (154 likes · 12 comments · 8 shares)

    AI agents are failing in production...not a surprise. As you scale your knowledge base, embeddings start creating noise. It’s called ‘semant…

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  • 2026-03-31 · Company page · Event103 eng. (96 likes · 6 comments · 1 shares)

    It's a wrap for the greatest Total Agent Recap Hackathon: Partnering: GMI Cloud Kimi (Moonshot AI) Photon Dify Sky9 Capital

    View post →

Worst performing posts — settled posts only (published ≥7 days before the data edge)

  • 2026-04-29 · Company page · Event9 eng. (9 likes · 0 comments · 0 shares)

    The Hackathon SF deserves!!

    View post →
  • 2026-07-17 · Company page · Industry Insight16 eng. (15 likes · 0 comments · 1 shares)

    Almost everyone building agents starts the same way. You already run Postgres, so you add pgvector and call it your memory layer. That holds…

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  • 2026-07-21 · Company page · Industry Insight21 eng. (18 likes · 2 comments · 1 shares)

    Your agent books a dinner reservation in Brooklyn. The user moved to London last October. Everyone calls this a hallucination. It isn't one.…

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  • 2026-04-10 · Nishkarsh Srivastava · Industry Insight31 eng. (29 likes · 2 comments · 0 shares)

    I've been thinking a lot about a pattern that repeats roughly every 15 years in database infrastructure. In the 90s, if you wanted to build …

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  • 2026-04-01 · Nishkarsh Srivastava · Industry Insight41 eng. (37 likes · 3 comments · 1 shares)

    Everyone's building for enterprise while some people keep saying consumer is the bigger prize. After building both, I think they're arguing …

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