Instagram distribution

Instagram Send-Rate & Share-Worthiness Lab

In 2026 Instagram distributes what people send and save — not what they like. Score a post's share-worthiness before you post it, then track sends and saves per reach against your own baseline.

Companion to the Short-Form Hook & Retention Lab: that one keeps the viewer, this one gets the viewer to send it to a friend.

instant download · .xlsx · yours to keep

The problem

Your post gets likes and goes nowhere.

In 2026 likes are the weakest signal Instagram still reports. Reach now follows DM sends and saves — a private send to one friend is the strongest endorsement there is. Most posts are never checked for whether they give anyone a reason to send or save them, so they stall at the followers who already see everything. This Lab checks that before you post, and tracks it after.

Try it

Score a post. Watch one watermark sink it.

Score your post before you post

Send trigger+28 / 28

A reason to send it to ONE specific person

Save value+22 / 22

A concrete reason to save it for later

First-moment clarity+18 / 18

Topic & payoff obvious in the first ~2 seconds

Topic legibility+16 / 16

Instagram can read the topic from caption/text/audio

Paraphrasable idea+10 / 10

The core idea repeats in one sentence

Native format+3 / 6

Built for the surface, not reposted across

Originality gate

VerdictWON'T TRAVEL

Weighted total: 97/100 (SEND-WORTHY) · originality gate: FIRED

The design scores send-worthy, but watermarked or recycled content isn't recommended to non-followers — so it won't travel until you fix originality.

Fix first — Originality: Use original, un-watermarked content — Instagram won't recommend watermarked or recycled posts, however share-worthy the design.

Plus a post-post tab: sends & saves per reach vs your own baseline, with an honest thin-sample floor.

This is the live engine. The full .xlsx with the post-post send-rate & save-rate tracker Compare every post to your own rolling baseline Worked example, originality gate, thin-sample floor built in

Get the kit — $69
Diagram of the Instagram Send-Rate & Share-Worthiness Lab: six weighted share signals scored to 0–100 and an originality gate flooring a 97-point watermarked post to WON'T TRAVEL.
Shareable diagram

How the gate works, in one image

How the Instagram Send-Rate & Share-Worthiness Lab scores a post's share-worthiness and floors it to WON'T TRAVEL when it's watermarked or recycled — the same math the demo runs, as a diagram you can share or embed anywhere.

View & embed the full diagram

The standard

Honest about what it can and can't tell you.

Your baseline, not a promise

Post-post ratios are read against your own rolling baseline. The 2% / 3% sends-per-reach references are directional 2026 signals, never a guarantee.

Thin samples stay uncalled

Under 1,000 reach, the Lab reports the ratios but refuses to crown a winner — small samples are noise.

Originality is a hard floor

A watermarked or recycled post is WON'T TRAVEL no matter how good the design, because Instagram won't recommend it.

How it works

Two halves: before and after you post.

  1. 1Before posting, score six share-worthiness criteria 0/1/2 and answer the two originality checks.
  2. 2Read the verdict — SEND-WORTHY, WEAK SIGNAL, or WON'T TRAVEL — and, where a signal is short, the one thing to fix first.
  3. 3After posting, enter this post's reach, sends, and saves, plus your own baseline ratios.
  4. 4See whether it beat your norm — ABOVE, ON, or BELOW — or whether the sample's too thin to call.

What you'll see

One number, one fix, one honest read.

Pre-post

A weighted total out of 100, a verdict, and the single criterion dragging it down — or the originality gate, if it fired.

Post-post

Sends-per-reach and saves-per-reach for this post, compared to your own baseline, with the thin-sample floor built in.

Who it's for

Made for creators who post to grow — not to / from a TikTok export.

For you if

  • You post Reels or carousels to reach new people.
  • You want a check before you post, not just analytics after.
  • You manage client accounts and want a repeatable bar.

Not for you if

  • You want a tool that auto-posts or touches your account (this never does).
  • You want guaranteed view counts (no honest tool can promise that).
  • You only need hook/retention scoring — grab the Short-Form Hook & Retention Lab instead.

Common questions

Straight answers before you buy.

They're companions, not duplicates. The Hook & Retention Lab scores whether your hook holds attention — hook strength and 3-second retention. This Lab scores whether the post will travel: its share and save mechanics, sends-per-reach and saves-per-reach. One is about keeping the viewer; this one is about getting the viewer to send it to a friend. Use both.

Get the Lab

Score it before you post it.

  • Pre-post rubric + originality gate.
  • Post-post send & save tracker vs your baseline.
  • One .xlsx, yours to keep, 12 months of updates.
$69

one-time

Buy the Lab

instant download · .xlsx · yours to keep

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