Semipublic

independent author publishing infrastructure studio

Semipublic

Industry Publishing

A small author-oriented publishing services studio focused on direct, independent, and creator-controlled publishing infrastructure. Semipublic scores well as a small author-service entry because its work points toward author autonomy rather than platform capture.

Why this matters: Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence.

Letter grade C Performative Medium confidence (AI) Rubric gcd-rubric-v1

Final Score 37* C - Performative

* Tentative scaffolding score. Not human-checked or final.

Base Material42
Bonus+2
Cap66No structure cap
After Cap44
Penalties-7
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Evaluation Overview

C - Performative

The score turns mainly on Extraction, with the largest penalty coming from Reversibility.

Strengths

  • Extraction6/10
  • Ownership5/10
  • Governance5/10

Penalties

  • Reversibility-5
  • Accountability Opacity-2

Evidence state

  • ConfidenceMedium confidence (AI)
  • ThoroughnessDeveloped (AI)
  • Linked claims8
  • Direct axis claims6
  • Coverage6/13

Scoring Axes

Axis Score Why this score
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control at 10.
5 / 10

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Governance
?
Binding decision authority: centralized control at 0, democratic stakeholder control at 10.
5 / 10

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.
6 / 10

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Labor Sovereignty
?
Worker power: coercive conditions at 0, co-determination or ownership at 7. Employee dissatisfaction matters only when source-backed evidence shows concrete limits on worker agency, such as coercive scheduling, retaliation, wage theft, harassment, unsafe conditions, suppression of worker voice, or extreme turnover.
5 / 7

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Solidarity with the Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment, and non-competes.
5 / 7

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and public obligations.
5 / 7

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
4 / 5

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Product Integrity
?
Preservation of quality rather than degradation for monetization.
4 / 5

Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
3 / 5

Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • context Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative. [1]
  • context Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value. [2]
  • context Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence. [3]

Penalties

Penalty Applied Why this penalty
Reversibility
?
Applied when positive conduct depends on current living leaders, founders, family owners, or other person-contingent governance rather than durable structure. Range: -5 to 0.
-5

Semipublic retains conduct relevant to the reversibility penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • Semipublic retains conduct relevant to the reversibility penalty: the record shows a concrete concern on that axis in this sector. [6]
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.
-2

Semipublic retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • Semipublic retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector. [7]

Bonus Credits

Bonus Credit Why this credit
Good Deal
?
Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.
1 / 3

Its publishing/news role provides public or author value beyond ordinary extraction.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • Semipublic receives limited good deal credit because its publishing/news role provides public or author value beyond ordinary extraction. [4]
Cost Transparency
?
Credit for clear posted prices, all-in fees, unit costs, public rate cards, margin/cost visibility, or surplus-allocation transparency, especially in markets where opaque quotes, hidden fees, or individualized pricing are normal.
1 / 3

Its publishing/news role provides public or author value beyond ordinary extraction.

Calibration notes

Comparative anchor: Publishing, journalism, newspaper-chain, and author-platform expansion; calibrated against nonprofit, trust-owned, author-service, platform, and conglomerate models.

Uncertainty
  • Focused category expansion; later review should add more labor, author-contract, pricing, audience-data, and governance evidence.
Linked evidence
  • Semipublic receives limited cost transparency credit because its publishing/news role provides public or author value beyond ordinary extraction. [5]

Confidence Basis

Confidence Basis

Confidence is computed from the evidence trail and review state, not typed into the profile by hand.

Medium 63/100

8 verified linked claims 6 direct axis claims 0 disputed claims 6/13 components covered

This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.

Claim confidence 13/20

8 verified linked claims

Source quality 10/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 6/18

6 direct claims across 13 active components

Dispute load 12/12

0 disputed claims on this entity

Recency 10/10

Newest accepted timestamp: May 13, 2026

Reviewer status 7/12

Human-reviewed components score higher than AI scaffolding

Component coverage 5/10

6/13 evidence-bearing components have direct support

Evidence State

Evidence State

Profile stateAI draft / human-pending
VerificationUnverified
ConfidenceMedium confidence (AI)
ThoroughnessDeveloped (AI)
Correction routeUse “Challenge this rating” for factual errors, missing counterevidence, source problems, or calculation mistakes.
Company responseCompany representatives can submit source-backed corrections; payment never changes scores or reviewer authority.

Claims and Sources

Claims are the evidence record. Each claim needs a source link, axis category, status, confidence level, and timestamp before it can support a score.

* Tentative scaffolding score. Not human-checked or final.
1Semipublic is structured as small private author-service studio, not as a worker-, reader-, author-, or public cooperative.

Ownership Verified Medium confidence AI-generated / human-pending

AI scaffold

2Semipublic provides publishing, journalism, or author infrastructure with real informational or cultural use value.

Product Integrity Verified Medium confidence AI-generated / human-pending

AI scaffold

3Semipublic is a tentative good small-author-resource entry: it appears aligned with independent publishing, but needs more evidence before high confidence.

Calculation Verified Medium confidence AI-generated / human-pending

AI scaffold

4Semipublic receives limited good deal credit because its publishing/news role provides public or author value beyond ordinary extraction.

Good Deal Verified Medium confidence AI-generated / human-pending

AI scaffold

5Semipublic receives limited cost transparency credit because its publishing/news role provides public or author value beyond ordinary extraction.

Cost Transparency Verified Medium confidence AI-generated / human-pending

AI scaffold

6Semipublic retains conduct relevant to the reversibility penalty: the record shows a concrete concern on that axis in this sector.

Reversibility Verified Medium confidence AI-generated / human-pending

AI scaffold

7Semipublic retains conduct relevant to the accountability-opacity penalty: the record shows a concrete concern on that axis in this sector.

Accountability Opacity Verified Medium confidence AI-generated / human-pending

AI scaffold

8Semipublic's public materials state a mission, values, ownership model, advocacy role, or institutional standpoint plainly enough that this record does not identify penalty-level neutrality theater.

Ideological Disavowal Verified Medium confidence AI-generated / human-pending

AI scaffold

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Evidence comes in through contributors, is checked by verifiers, and is synthesized by reviewers. Founder authority remains narrow and visible; scores recalculate when verified claims or the rubric change.

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