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[RFP-09] IEI / Tokenfrastructure — Milestone 1 - #60

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[RFP-09] IEI / Tokenfrastructure — Milestone 1#60
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@zakaryaeboudittv

@zakaryaeboudittv zakaryaeboudittv commented Aug 27, 2026

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Milestone submission

This pull request submits Milestone 1 — Inception & Scoping for CPC-26-0016, Where the Story Holds: AI Commercial Positioning for Cardano.

  • RFP: RFP 09 — AI Commercial Positioning
  • Organisation: Intelligence Economy Institute (IEI), part of Tokenfrastructure (TKNFRA)
  • Project lead: Zakaryae Boudi
  • Grant: 76,000 ADA
  • Milestone 1 tranche: 7,600 ADA
  • Revision: 10 September 2026

Self-contained Markdown evidence

All evidence relied on for milestone acceptance is contained in this pull request as Markdown.

Acceptance coverage

  1. RFP requirements and proposal commitments reflected: The inception report contains the research questions, mixed method, evidence and credibility controls, eight initial hypotheses, a weighted 1–5 rubric and an explicit scope boundary. The overview provides a requirement-to-evidence mapping.
  2. Kick-off, research plan and workspace confirmed: The CPC record provides the 19 August 2026 date, attendance, agenda, material presented, discussion, confirmations, workspace and action record.
  3. Inception report created: The complete revised inception report is included and links to the supporting Markdown registers.

Research baselines

  • The source register names 50 specific documents, specifications, repositories, dashboards and organisational sources. Inclusion does not validate provider claims; corroboration rules are stated.
  • The interview universe names 50 prospective organisations across six segments and generic target functions. It supports the planned 15–25 interviews and does not claim that any organisation or individual has agreed to participate.
  • Personal identities, contact details, consent and outreach status remain in the controlled respondent log and are not published.
  • Visa and Kaleido are excluded from the current outreach universe. A public Visa protocol may still be used as desk-research comparison evidence.

Scope and milestone boundary

The submission is limited to the 76,000 ADA core engagement. Optional proposal add-ons remain excluded. Populated evidence, completed interviews, the interview log, competitive teardown, activity-evidence review and preliminary synthesis are Milestone 2 outputs and are not claimed as completed in Milestone 1.

@thyme-png

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I am comparing the Inception Report against IEI/TKNFRA's own proposal and its stated Milestone 1 items

  • Confirmed interview targets Not met. Section 4 lists six stakeholder segments but gives no named targets, numbers, or confirmation that specific interviewees have agreed to participate.
  • Rubric is partially met. No actual criteria/scoring shown for the competitive positioning scoring method, Ledger structure is defined.
  • Claim list, not met. Categories described, no actual claims are listed?
  • Kick off with committee confirmed.
IMG_8780

@zakaryaeboudittv

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Thank you for the careful review. We have checked each point against Appendix A of the signed agreement and the proposal. A few clarifications may help distinguish the Milestone 1 inception outputs from the Milestone 2 evidence-gathering outputs.

1. Interview targets

The signed Milestone 1 deliverable is stakeholder and audience segmentation. The interview log and completed interview evidence are Milestone 2 deliverables.

Section 4 provides the public stakeholder segmentation, while the proposal establishes a target of 15–25 interviews across institutional buyers, AI-agent builders and platforms, delivery and infrastructure partners, Cardano ecosystem participants, and a non-Cardano control group.

We cannot publish the identities or confirmation status of prospective participants in a public repository without their consent. The proposal expressly provides for attributable, anonymised, or confidential participation and excludes raw interview notes and commercially sensitive information from publication.

As discussed during the CPC call, the named target and institution list will be reviewed privately with Yoram and James rather than published on GitHub. We now have their contact details and will coordinate this directly with them.

2. Competitive-positioning rubric

You are right that the concise public report did not make the rubric sufficiently explicit. The agreed working rubric uses a 1–5 scale across the following criteria:

  • Demand: 20%
  • Chain need: 15%
  • Cardano fit: 20%
  • Evidence quality: 15%
  • Buyer access: 10%
  • Differentiation: 10%
  • Feasibility: 10%

A score of 1 indicates no meaningful evidence or fit, 3 indicates a plausible but partial case, and 5 indicates a strong and evidenced case. Each score must be accompanied by its rationale and remaining evidence gap.

The rubric belongs to the Milestone 1 methodology. The actual scoring and competitive teardown are expressly Milestone 2 outputs and are therefore not expected at this stage.

3. Initial claim list

The initial hypotheses to be tested are:

  • There is identifiable buyer demand for AI-agent integrity, accountability, or settlement use cases.
  • Cardano’s execution model creates buyer-relevant predictability for selected agent transactions.
  • Cardano’s formal-methods heritage can translate into checkable, application-level assurance.
  • Cardano’s identity, auditability, and privacy-related capabilities can meet relevant institutional requirements.
  • Existing Cardano AI activity demonstrates commercially relevant adoption rather than isolated experimentation.
  • Cardano can establish a defensible position in agent integrity, accountability, and settlement relative to specialised AI networks and non-chain alternatives.
  • Identifiable delivery partners and a realistic adoption pathway exist for the shortlisted use cases.

These are unassessed research hypotheses, not findings. Their evidence status, corroboration, confidence grading, and conclusions will be recorded in the populated credibility ledger, which the signed agreement places under Milestone 2.

4. Kick-off

Confirmed as completed.

For completeness, the other contractual Milestone 1 elements are already covered in the report: research questions and success criteria, research methodology and initial source universe, credibility-ledger structure, credibility standards, AI-use approach, and stakeholder and audience segmentation.

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Review — Milestone 1, Inception & Scoping

Decision: Request changes.


What the contract requires

From the signed milestone schedule:

  • Services: Refinement and validation of research questions, evidence framework and success criteria; agreement of methodology, source list and audience segments; confirmation of credibility standards and AI-use approach.
  • Deliverables: Inception report; agreed research plan and methodology; evidence framework and credibility ledger structure; stakeholder and audience segmentation.
  • Acceptance criteria: (1) RFP requirements and proposal commitments reflected in the methodology; (2) kick-off completed and research plan and workspace confirmed; (3) inception report created.

All deliverables and evidence must be present in this PR as Markdown. External references to emails, private documents, presentations, or other materials not included in the PR cannot be treated as evidence.


Issue 1 — External evidence references (blocker)

The acceptance criteria mapping cites evidence that is not in the PR:

  • "Email submission on 6 August 2026" — not in the PR.
  • "CPC presentation on 19 August 2026" — not in the PR.
  • "Word MAF submitted by email on 12 August 2026" — not in the PR.

The CPC presentation is particularly load-bearing: it is cited as satisfying the kick-off and attendance requirement, which is one of the three acceptance criteria. Referencing a presentation that happened is not the same as providing the content. The presentation material needs to be written up as Markdown and committed to this PR — not uploaded as a file attachment, not linked externally. The same applies to any other evidence claimed: if it is not in this PR as Markdown, it does not exist for the purposes of milestone review.

Action required: Convert all cited evidence into Markdown files in this PR. Remove references to external emails and documents.


Issue 2 — "Source list" is missing (blocker)

The services description explicitly requires agreement of a source list. What the inception report provides under "Initial Source Groups" (Section 2) is five generic categories:

Cardano and project evidence; Competitive evidence; Market and adoption evidence; Standards and protocol evidence; Primary evidence.

This is a categorisation scheme, not a source list. A source list names specific documents, publications, databases, ecosystem projects, or organisations that will be consulted. Without it there is no way to assess whether the methodology is grounded or appropriately scoped, and no baseline to evaluate against in Milestone 2.

Action required: Add a source list naming actual sources — not category headings.


Issue 3 — Kick-off not evidenced (blocker)

Acceptance criterion 2 requires kick-off to be completed and confirmed. The milestone report asserts it happened but provides no evidence: no date, no attendees, no agenda, no record of what was agreed. The CPC presentation is cited as evidence but is not in the PR (see Issue 1 above).

Action required: Include kick-off evidence in Markdown — at minimum a date, attendees, and a record of what was confirmed.


Issue 4 — Stakeholder segmentation is generic (quality concern)

Six rows, one sentence each, all category labels. No named individuals, organisations, or specific targets. For a study this focused, the segmentation should anchor the interview plan for Milestone 2. "Institutional buyers and adopters" and "AI-agent builders and platforms" are not actionable segmentation — they don't indicate who is actually being approached.

This is a quality concern rather than a hard blocker, but it weakens confidence that Milestone 2's interview log requirement is on track. Strengthening this now is preferable to arriving at M2 with an under-specified interview base.


What is genuinely good

The research questions are well-framed as hypotheses to test rather than conclusions to validate — this matches the RFP's anti-advocacy stance. The credibility ledger concept (distinguishing documented fact, respondent evidence, analytical inference, and vendor judgment) is methodologically sound. The AI-use disclosure is appropriate and the scope boundary (76,000 ADA core only) is clearly stated.


Summary

# Issue Severity
1 All evidence must be in this PR as Markdown — convert CPC presentation and remove external email references Blocker
2 Provide an actual source list, not source categories Blocker
3 Provide kick-off evidence in Markdown (date, attendees, what was confirmed) Blocker
4 Strengthen stakeholder segmentation with specific named targets Quality

@zakaryaeboudittv

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Thank you for the detailed review.

The branch has been revised in commit 4f8fd12 to address each blocker and the additional quality concern.

1. External evidence references

Addressed.

The milestone overview no longer relies on the earlier email submission, Word MAF or an external presentation as acceptance evidence.

The content of the CPC presentation and related discussion has instead been converted into a self-contained Markdown record:

  • milestone-1-kickoff-record.md

It records the session date and format, attendees, agenda, material presented, substantive committee discussion, confirmations, workspace arrangement and action owners.

All evidence cited in the acceptance mapping now points only to Markdown included in this PR.

2. Specific source list

Addressed.

We added:

  • milestone-1-source-register.md

It names 50 specific public documents, standards, technical repositories, activity dashboards, protocols and organisational sources.

The register includes dates, intended research use and evidence cautions. It also makes clear that inclusion does not validate provider or ecosystem claims: first-party claims must be corroborated before supporting an independent conclusion.

3. Kick-off evidence

Addressed.

The kick-off record documents the CPC session held on 19 August 2026, including:

  • session date, time and format;
  • recorded attendees;
  • the research questions and methodology presented;
  • the evidence-ledger and stakeholder approach;
  • the committee’s emphasis on commercial relevance, product-market fit and actionable outcomes;
  • confirmation of the neutral, problem-first interview method;
  • agreement that James Meidinger and Yoram Ben-Zvi would support review of stakeholder coverage;
  • the research and evidence workspace arrangement; and
  • the resulting action record.

The record is complete in Markdown and does not require access to a private recording, presentation or email.

4. Stakeholder segmentation and interview targets

Addressed.

We added:

  • milestone-1-stakeholder-targets.md

This provides an actionable universe of exactly 50 prospective organisations across:

  • 16 institutional buyers and adopters;
  • 8 AI-agent builders and platforms;
  • 8 payments and commerce infrastructure organisations;
  • 7 Cardano ecosystem organisations;
  • 6 non-Cardano comparison cases; and
  • 5 standards, identity, security and assurance organisations.

Each entry identifies the organisation, the generic function to approach and the evidence sought. No individual names, email addresses or contact information are published.

For clarity, these organisations are confirmed as the initial research target universe; they are not being represented as confirmed participants. Individual identities, consent and outreach status remain in the controlled respondent log. The realised 15–25-interview sample and interview log are Milestone 2 outputs.

Additional proposal baselines

The revised inception report now also includes:

  • eight explicit, falsifiable hypotheses to test;
  • the weighted assessment dimensions: Buyer demand 20%, neutral shared-layer need 15%, Cardano fit 20%, evidence quality 15%, buyer access 10%, differentiation 10% and delivery feasibility 10%;
  • specific 1, 3 and 5 scoring anchors for every dimension;
  • the weighted-score method and minimum exclusion screens; and
  • an explicit distinction between Milestone 1 research baselines and Milestone 2 populated evidence and findings.

The revised package remains limited to the 76,000 ADA core engagement. None of the optional proposal add-ons has been activated.

We believe the three blockers and the stakeholder-quality concern are now addressed entirely through Markdown contained in this PR. We would appreciate re-review of the revised submission.

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