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

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 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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