Condition: Only build if gifting-specific attribution (unpaid seeded product, no promo code) proves a real gap that Dub/SARAL don't cover, and 10 DTC brands pre-pay.
Part I — The Verdict what the instruments read
01 — The ShipScore breakdown
Control
4
C4 — lifeline is Shopify's API/app store for data and distribution
Entry barriers
4
E4 — UTM/promo matching is cloneable; Dub, DataFast, SARAL crowd it
Need
6
N6 — established paid attribution category, but zero verified MRR in corpus
Time-freedom
8
T8 — self-serve dashboard, automated syncs, no per-client manual work
Scale
7
S7 — millions of Shopify DTC stores globally, but SMB budgets
What the five commandments measure
C — Control
Do you own the customer, or does a gatekeeper stand between you and revenue?
E — Entry
How hard is this to copy once it works? A rival's existence isn't the question — the durability of their advantage is.
N — Need
Is demand proven with money rather than vibes?
T — Time
Can income detach from your hours, or did you buy yourself a job?
S — Scale
How far does it reach without linear cost?
Scored on the evidence below, against CENTS as we've adapted it plus a Buffett-style moat reading of every rival — the same referee for every idea, including the ones we generate ourselves. The verdict follows the arithmetic: we never relabel a score to make it read better, and the weakest commandment is always named. The exact rubric stays in-house so the scale can't be written for.
02 — The pace test — $1M/yr
At $79/mo (assumed category price), you need 1,055 subscribers for a $1M/yr pace.
No tracked rivals with verified revenue to benchmark against.
Part II — The Evidence the receipts, good and bad
03 — Rival scan
No similar products found in the radar corpus — either genuinely novel, or too small to track.
Buyers may treat gifting ROI as a report, not a recurring $79/mo tool.
06 — Kill switches — what kills this with one decision
Shopify Admin/Orders API scopes — Scope restriction or app-store rejection removes order data and your only distribution.
Broad attribution players adding gifting modules — Dub or DataFast ships gifting attribution free, collapsing your wedge.
Cookie/privacy enforcement on UTM click tracking — Browser or regulator limits kill the click-match layer underpinning the dashboard.
Part III — The Plan if you insist on proceeding
07 — What this scan can't tell you
Whether DTC brands budget separately for gifting ROI versus overall influencer spend.
Actual revenue or retention of SARAL, Dub Conversions, IGF — none tracked in corpus.
Whether promo-code plus UTM matching achieves accuracy brands will trust and pay for.
Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-09-26.
08 — The wedge & the next step
Own unpaid seeded-product attribution specifically — per-creator gifting ROI with cost-of-goods in, which generic UTM tools ignore.
Cheapest next step: DM 15 Shopify DTC brands running gifting; ask what they paid last quarter to measure it and offer a $99 pilot.
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Weekly re-scan against the live corpus. If the market moves this ShipScore by a point, or flips the verdict, you hear about it. Free while we're small.