06-reference/research

portfolio scoring scorecard shipped weights

2026-09-09·research-brief·source: deep-research·by Ray Data Co (deep-research synthesis)
portfolio-scoringproductizationbet-stackscribble-worksorganizational-intelligence

The ranked Portfolio Scoring scorecard — and why the ranking inverts the moment you add the one criterion the founder already called non-negotiable

The question

Verbatim: "Produce the ranked, weighted Portfolio Scoring scorecard (Squarely / MAC / Sanity Check / CAF) with shipped weights — the open checkbox in the Productize framework doc, now calibratable against named case benchmarks."

Filed as a follow-up off [[2026-06-28-productized-consulting-scalable-anchor-transition]], which named the checkbox but did not fill it. The question is stale in two ways and this brief answers the corrected version, not the filed one (both corrections are handled explicitly in the next section).

What we already know (from the vault)

What the web says

Convergences and contradictions

The scorecard

Portfolio scored (Ray-assembled, awaiting the founder's read). Versus the question's four: added Scribble Works; renamed CAF → Organizational Intelligence; kept Squarely, MAC, Sanity Check. Not scored, deliberately: Automated Investing (no customer, so Customer Need / Ease of Sales / Distinctiveness are undefined — it is own-capital compounding, not a productization candidate), the acquisition thesis (an option, gated on the wife conversation and the step-away number, with no asset to score yet), and the COO agent / HQ (infrastructure — it is the thing the other bets are scored with, and scoring it separately double-counts it).

Scoring key: Benefits 5 = best. Costs and Risks 5 = worst and are subtracted, per the template.

Variant A — shipped weights, unmodified (this is the literal answer to the question)

Criterion W OI Scribble Works Sanity Check MAC Squarely
Strategic Alignment 50 5 3 5 3 2
Customer Need/Value 30 4 3 2 3 2
Distinctiveness 25 2 4 4 3 3
ROI (36mo) 20 3 2 1 1 1
Ease of Sales (5=hard) −25 3 4 3 4 4
Operational Cost (5=high) −20 4 2 3 2 2
Capability distance (5=far) −30 2 3 2 3 3
Weighted total 265 150 235 105 25

Rank: 1. OI (265) · 2. Sanity Check (235) · 3. Scribble Works (150) · 4. MAC (105) · 5. Squarely (25).

Variant B — RDCO-adjusted weights (three changes, each defended below)

Changes: Strategic Alignment 50 → 40; Ease of Sales 25 → 45; new criterion Agent-Routability ×35. Everything else untouched, deliberately — fewer changes is more defensible.

Criterion W OI SW SC MAC Squarely
Strategic Alignment (four-walls + L5 fit) 40 5 3 5 3 2
Customer Need/Value 30 4 3 2 3 2
Distinctiveness 25 2 4 4 3 3
ROI (36mo) 20 3 2 1 1 1
Agent-Routability (move-3 readiness) 35 2 5 2 3 2
Ease of Sales (5=hard) −45 3 4 3 4 4
Operational Cost (5=high) −20 4 2 3 2 2
Capability distance (5=far) −30 2 3 2 3 3
Weighted total 225 215 195 100 −5

Rank: 1. OI (225) · 2. Scribble Works (215) · 3. Sanity Check (195) · 4. MAC (100) · 5. Squarely (−5).

Variant C — add Upside Capture ×40 (the criterion the rubric is missing)

Score = share of the value the founder actually keeps. OI 1 (salary plus $10k cert escalators, no equity). Squarely 4 (co-owned, the IP is his dad's). Scribble Works / Sanity Check / MAC 5 (wholly owned).

Bet Variant B + Upside Capture ×40 Total
Scribble Works 215 +200 415
Sanity Check 195 +200 395
MAC 100 +200 300
OI 225 +40 265
Squarely −5 +160 155

Rank: 1. Scribble Works · 2. Sanity Check · 3. MAC · 4. OI · 5. Squarely. The inversion is robust to the weight, not an artifact of picking 40 — the 1-versus-5 score spread does the work. Re-run at ×20 and OI recovers third (SW 315 · SC 295 · OI 245 · MAC 200 · Squarely 75), but it stays below both wholly-owned front-runners at either weight, which is the finding. The OI-versus-MAC ordering is weight-sensitive; the OI-below-SW-and-SC result is not.

Why each weight is what it is

Sensitivity — read this before the ranking

On an 800-point range, Variant A separates first from second by 30 points (3.75%) and Variant B separates first from third by 30 points. That is not a ranking at the top, it is a tie. Three single-cell flips, each of them a judgment call I could defend either way, reorder it:

  1. OI Customer Need 4 → 2. I scored 4 for the five verified anchor clusters from [[2026-09-06-move1-anchor-screen-oi-skill-catalog]], not for the catalog as it ships — where roughly 95 of 106 skills answer a consultant's question, not a client's. Score the catalog as-is and OI drops 60 points to 205 / 165, third in both variants. OI's first-place finish is entirely contingent on the isolation actually happening.
  2. Scribble Works Customer Need 3 → 4. If parents recognize the problem the way the trust ladder claims (and Michelle's handcrafting burnout is a real N=1 signal), Scribble Works takes first place in Variant B at 245.
  3. Sanity Check ROI 1 → 2. One notch, and it ties Scribble Works.

The one result robust across all three variants is Squarely last, by 80-145 points, with no single flip closing it. MAC is less stable than it looks: fourth in A and B, but third in Variant C, because it is wholly owned and cheap to run. That is worth reading carefully rather than as noise — it says MAC's problem is neither ownership nor operating cost, it is that a finished-ish product has sat pre-launch since a 2026-05-25 target with no distribution attached. Variant C is also the only variant with a clean separation at the top, and it gets there by adding a criterion rather than by tuning a weight, which is precisely the failure mode the product-management literature warns about running in the useful direction.

Synthesis for RDCO

The scorecard's real output is not an order, it is a diagnosis of the instrument. Run with Armstrong's shipped weights, this portfolio ranks OI first, Sanity Check second, and Scribble Works third, and the top three are separated by less than 9% of the scale. Nudge the weights toward RDCO's verified constraints and Scribble Works and Sanity Check swap. Add one criterion — who keeps the money — and the ranking inverts completely, with OI falling from first to fourth. A ranking that survives none of those perturbations should not be used to allocate anything. What it can do, and what I think it does well, is tell you which three judgment calls are actually carrying the decision: whether OI's five anchors get isolated, whether parents recognize the Scribble Works problem, and whether the founder is scoring bets he owns against a bet he does not.

The upside-capture finding is the one I would keep if you kept nothing else. Armstrong's rubric was built for a consulting firm scoring its own products, so ownership is a constant and needs no column. In this portfolio it is a variable with the widest spread of any input, and its absence structurally over-ranks the bet where someone else captures the value. That is not a subtle bias, it is a 150-point swing. It also converges with something the founder already settled in his own words on 2026-07-24: wall #4, real upside stake, is the wall that ruled the old CAF out as a mission. So Variant C is not me discovering a preference for him. It is the shipped rubric being blind to a constraint he had already declared, and the scorecard agreeing with him once it can see it. Worth naming the distinction plainly: OI ranking first on productization-readiness and fourth on ownership-adjusted value is not a contradiction — those are two different questions, and the shipped rubric silently answers only the first.

Where the benchmarks bite hardest is ROI, and they bite in the same direction for every bet. beehiiv's median 0.62% conversion at a $10 median price means Sanity Check needs roughly 16,000 free subscribers for $1,000/mo, or roughly 1,800 if it performs at the Technology top decile. TPT's distribution says most active sellers make about $27/month while the top 1% make about $6,300 — a curve, not a market, and the full-time earners on it almost all started before 2020. The productized-consulting cases run 12-24 months to traction. None of that says any bet is bad. It says every one of them is a distribution problem wearing a product costume, which is the same conclusion the 37signals brief reached from a completely different direction, and the same one the demand-generation finding reached in July. Three independent paths, one answer. That convergence is stronger evidence than any cell in the tables above.

What I would actually do with this, stated as a recommendation and not a decision. The scorecard supports a small, reversible allocation move and nothing larger. Scribble Works scores 5 on Agent-Routability and is the only bet that does; it is already running the studio pattern nightly. Sanity Check scores 5 on Strategic Alignment because it is the demand asset for a portfolio whose binding constraint is demand, and it has been finished-but-unpublished for roughly 160 days. Those two are the standing agent-hour allocation the 37signals brief argued for, and the case for them does not depend on which of them ranks second. Squarely is the clean result — last in all three variants by 80-145 points — and the honest version of that is dormancy with a named revisit trigger, not a kill. MAC is the ambiguous one and should not be filed alongside Squarely: it rises to third in Variant C, which says its low scores come from four months of non-launch rather than from anything structural, and that is a fixable condition rather than a verdict. OI needs no allocation decision at all — it is the funding leg and the medium, it is where the founder's hours already go, and the only thing this scorecard asks of it is the isolation move that [[2026-09-06-move1-anchor-screen-oi-skill-catalog]] already specified.

Why this is in the vault

It closes the open checkbox left in [[2026-06-25-productize-framework-armstrong-vecteris]] and re-opened as a follow-up by [[2026-06-28-productized-consulting-scalable-anchor-transition]], and it does three things beyond that: it corrects the vault's recorded scoring method (Cost and Risk columns are inverted and subtracted, not summed), it registers the post-2026-08-10 OI rename and the addition of Scribble Works in a document future bet-allocation questions will read, and it puts a number on the agent-hour allocation argument that [[2026-09-08-37signals-services-to-product-cashflow-bridge]] made qualitatively.

Open follow-ups

Related

Sources

Vault:

Web: