OPEX · LLL Prepare

Verification and Constraints

READY FOR REVIEW

OPEX · One useful B2B diagnostic journey, ready for a measured pilot.

27 September 2026Parent: research and scopeExecutor: not launched

My recommendation

Prepare one LLL run for the B2B pilot. Start outbound with manufacturing, while the shared diagnostic supports production, logistics, office and services. Treat B2C as the next run, not extra scope in this one.

The existing assets contain strong content and useful interface ideas. They are not yet a verified working funnel. Prioritize real results and real bookings over extra questionnaire lengths.

Goal and finish line

End goal: Turn Norbert’s existing B2B question banks and the demonstrated concepts into a useful diagnostic funnel that can support a free consultation and an honest training-fit conversation.

Done means: A public, tested B2B journey offers four sector routes, readable unanswered questions, transparent results and a keepable summary, real booking, a concise outreach pack, and a verified pilot handoff. A synthetic end-to-end case is proven. Campaign sending, real sales and ten completed consultations are not required to claim the build is finished.

0 / 18build criteria verified

6recommended deliverables

3proposed or open choices

Rules that stay fixed

This is LLL Prepare only. No executor is created or queued. A later explicit Launch is required after review.
Preserve Norbert’s source wording and the latest meeting route: useful results before optional consultation. The longer form is not a booking prerequisite.
Public pages use bare URLs without a new login, token, VPN or IP gate. Keep credentials, personal submissions, raw transcripts and private attachments off public pages.
No client or prospect messages, campaign activation, binding commitments, changed prices or spending above USD 15 total without separate explicit authority. Test only task-owned synthetic contacts.
Keep Hungarian customer copy concrete. No em dashes, semicolons, fabricated savings, industry rankings, logo permissions or unsupported completion-time promises.

Proof standard: All build criteria begin unchecked. GUI proof requires an actual post-test screenshot, a blind description by an independent gpt-6-luna high reviewer, and the parent’s comparison. Provider actions additionally require durable provider readback. A screenshot of a success message alone cannot prove delivery or booking.

What the meetings actually change

September 16 refines September 14: show meaningful results, then offer a consultation. Do not make the long questionnaire mandatory before booking.
Use all four sector banks with a shared tool. Known outbound traffic takes the matching route, unknown visitors choose.
Show every answer description before selection. Keep the compactness of the matrix, remove seeded answers.
Lead with diagnostic value and brief verified credibility. No named client/logo proof is needed for the first campaign.

Sources, assets and coverage limits

S1 · September 16, OPEX - lead magnet + email copy. Full named-attendee transcript checked. Key decisions: visible answer descriptions at 12:07–14:59, four sector routes at 15:25–18:33, useful diagnosis first at 18:40–19:56, one review batch at 30:35–33:47.
S2 · September 14, Questionnaire Development and Evaluation. Relevant OPEX call is 00:00–09:08. Identity is inferred with high confidence from content and same-day correspondence, not named participant metadata. Later unrelated conversation is excluded from this plan.
R1 · September 16 email/landing review: six copy examples and the acquisition journey. Three unresolved edits by M are present. They are not evidence of Norbert’s approval and include apparent test text.
R2/R3 · September 16 local wizard and matrix concepts. They match the screen-sharing discussion, but the exact revision shown is unproven. Both contain illustrative benchmarks and simulated report-sent messages. The matrix preselects answers.
R4 · September 16 thank-you mockup. Calendar dates and confirmation are simulated. Exact presentation in the meeting is unconfirmed.
R5 · Norbert’s September 14 original email attachments: four B2B banks, each 36 short questions, 12 domains and five answers per question. Full banks have 137 questions for office/services and 138 for production/logistics.
R6 · September 18 B2C email: 30/100-question knowledge assessment across ten domains. This is later input, not a resource presented in either meeting.
R7 · Public OPEX pages checked September 27: the homepage/course page shows 15 years, 50+ companies, 1200+ people trained and 2300+ training hours. Reviews says 50+ companies and 1000+ people trained. Use 1000+ as a conservative floor while recording the current cross-page count discrepancy. Never treat training hours as people trained.

These are the latest two relevant transcripts located. Wispr, Notion and Calendar were cross-checked. Fireflies returned a quota error before records could be read, so exhaustive latest-across-all-systems coverage is not claimed.

Existing email and landing review · Current OPEX About page · Current reviews page

Confirmed decision/sourceRecommendation/assumptionOpen dependency

End goal system

Green shows decisions supported by the meetings, not features already built.

flowchart TD known["Known sector Outbound context selects the route"]:::confirmed --> audit["Sector diagnostic 36 questions with visible descriptions"]:::confirmed unknown["Unknown sector Visitor chooses a sector"]:::confirmed --> audit audit --> results["Useful results Self-ratings and improvement priorities"]:::confirmed results --> summary["Keepable summary Q2: recommended simple export"]:::assumption results --> choice{"Optional consultation Visitor chooses whether to continue"}:::confirmed choice -->|No|keep["Value without buying Results remain available"]:::confirmed choice -->|Yes|booking["Real appointment Q3: provider and destination to verify"]:::open booking --> call["Free consultation Priorities and honest training fit"]:::confirmed classDef confirmed fill:#E8F5E9,stroke:#2E7D32,color:#173B25 classDef assumption fill:#FCE4EC,stroke:#C2185B,color:#5B1430 classDef open fill:#FFFFFF,stroke:#94A3B8,color:#475569,stroke-dasharray: 5 5

Diagram source

flowchart TD
known["<b>Known sector</b><br/>Outbound context selects the route"]:::confirmed --> audit["<b>Sector diagnostic</b><br/>36 questions with visible descriptions"]:::confirmed
unknown["<b>Unknown sector</b><br/>Visitor chooses a sector"]:::confirmed --> audit
audit --> results["<b>Useful results</b><br/>Self-ratings and improvement priorities"]:::confirmed
results --> summary["<b>Keepable summary</b><br/>Q2: recommended simple export"]:::assumption
results --> choice{"<b>Optional consultation</b><br/>Visitor chooses whether to continue"}:::confirmed
choice -->|No|keep["<b>Value without buying</b><br/>Results remain available"]:::confirmed
choice -->|Yes|booking["<b>Real appointment</b><br/>Q3: provider and destination to verify"]:::open
booking --> call["<b>Free consultation</b><br/>Priorities and honest training fit"]:::confirmed

Route to the end state

One review gate before implementation. Sending a campaign is outside this run.

flowchart LR source["Norbert’s banks Four complete B2B source sets located"]:::confirmed --> scope["Review pilot scope Q1 and Q2: audience and score policy"]:::assumption concept["Existing mockups Layout ideas, simulated integrations"]:::confirmed --> scope copy["Existing copy Unresolved annotations preserved"]:::confirmed --> scope scope --> launch["Explicit Launch Review first, no executor yet"]:::open launch --> build["Implement six outputs Q3: resolve access during integration"]:::assumption build --> prove["Prove deployed journey Synthetic data and provider receipts"]:::assumption prove --> ready["Review pilot handoff Ready does not mean campaign sent"]:::assumption classDef confirmed fill:#E8F5E9,stroke:#2E7D32,color:#173B25 classDef assumption fill:#FCE4EC,stroke:#C2185B,color:#5B1430 classDef open fill:#FFFFFF,stroke:#94A3B8,color:#475569,stroke-dasharray: 5 5

Diagram source

flowchart LR
source["<b>Norbert’s banks</b><br/>Four complete B2B source sets located"]:::confirmed --> scope["<b>Review pilot scope</b><br/>Q1 and Q2: audience and score policy"]:::assumption
concept["<b>Existing mockups</b><br/>Layout ideas, simulated integrations"]:::confirmed --> scope
copy["<b>Existing copy</b><br/>Unresolved annotations preserved"]:::confirmed --> scope
scope --> launch["<b>Explicit Launch</b><br/>Review first, no executor yet"]:::open
launch --> build["<b>Implement six outputs</b><br/>Q3: resolve access during integration"]:::assumption
build --> prove["<b>Prove deployed journey</b><br/>Synthetic data and provider receipts"]:::assumption
prove --> ready["<b>Review pilot handoff</b><br/>Ready does not mean campaign sent"]:::assumption

Parent ↔ child messages

Preparation only

PARENT · Scope recommendation2026-09-27

Research is assembled. These six cards describe a future implementation run. No executor exists, no campaign has been sent, and no proposed build criterion is passed.

Parent read setPrivate source material stays local

Canonical goal, deliverable list and source manifest are stored with this run. Full transcripts and original attachments are private inputs, not public downloads. Future executor returns its clean gist, deliverables list and main prompts used.

Before Launch: reconcile the latest prompt and annotations on this stable review document, including a recorded zero-comment result. Material revisions return to review.

Defer to later runsNot forgotten, not part of this build

B2C 30/100-question funnel: separate second LLL run using the proven engine.
Automatic long B2B evaluation: keep 137/138-question banks for optional manual follow-up until demand justifies it.
12-question shortcut: discussed, but do not silently substitute it for the canonical 36-question pilot.
Logo collection, industry benchmark research, a 15-page automated report and a full website rebuild: not needed for the first honest test.

Work and proof

Future outputs · 0 / 18 verified

D1 · Lock questions, scoring and claims

Give every answer and every public claim one traceable source before building the experience.

NOT RUN0 / 3

Output: Versioned four-sector question data, scoring specification, deterministic fixtures and a claims register.

Criteria, constraints and proof

S2 00:46–04:20, R5, R7. The scoring policy below is a proposed implementation choice, not an approved psychometric model.

Observable tests

When a source comparison is performed with the four original short B2B banks, then 4 × 36 questions, 12 domains per sector, five ordered answer descriptions per question and zero unexplained wording differences appear in the content-validation report.Proof: Source checksums, stable sector/question IDs and generated diff against the original short sections. Check full banks separately as reference only. When score tests are performed with all-first, all-middle, all-last, incomplete and tied-answer fixtures, then documented expected domain scores, missing-answer handling and deterministic priority ordering appear in the scoring-test report.Proof: Proposed transparent policy: validated weaker-to-stronger option order maps to 0,25,50,75,100 score points. Use response meaning/order, never embedded numeric examples such as falling disruption rates. Source review found all four short banks ordered weaker-to-stronger, but retain a per-question direction manifest. Equal question/domain weights and equal display-point spacing are chosen assumptions, not measured percentages of maturity. All 36 answers required for final results. Ties use source domain order. Prove hand-calculated and implemented results agree. Label as unvalidated self-assessment, not benchmarking. When a claim audit is performed with every landing, email and result statement, then a source or an explicit proposed/unverified label for each factual promise appears in the claims register.Proof: Include Norbert’s current credibility figures, report format, timing, score meaning and training-fit language. Remove unsupported public claims before release. Record the currently published 1000+/1200+ trainee discrepancy with dated page URLs and distinguish 2300+ training hours from headcount. Use the conservative verified floor until a canonical count is established.

Protect

Do not replace the supplied five-option scales with a four-point scale or silently auto-select the shortest version.
Do not call self-ratings an industry benchmark, audited financial loss or expert-validated diagnosis.

NOT RUN · These are future build tests, not evidence that the existing prototypes work.

D2 · Build the readable sector diagnostic

Make the tool easy to enter and answer without hiding the meaning of the options.

NOT RUN0 / 3

Output: One minimal landing and shared audit interface, four sector-specific links, plus a generic sector selector.

Criteria, constraints and proof

S1 07:37–08:35, 12:07–18:33. Reuse the useful compact layout ideas, not the seeded answers.

Observable tests

When entry tests are performed with each of the four sector links and the generic entry URL, then the matching 36-question dataset or the sector selector appears in the hosted diagnostic.Proof: Record all five URLs and dataset IDs. Unknown/invalid sector routes show a selector instead of silently picking services.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When answer-readability tests are performed with all four sector datasets at desktop and mobile viewports before any selection, then all five answer descriptions for every question appear in the hosted questionnaire.Proof: Check rendered content for all 144 questions, then review actual screenshots of the longest option set in each sector and each distinct layout at 1280 × 900 and 390 × 844. Allow ordinary scrolling, no hover-only explanations, clipped text or page-level horizontal overflow. Keyboard selection must work.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When navigation tests are performed with a partly answered questionnaire, back navigation, a same-run reload, explicit restart and a new respondent, then the expected saved or blank answers and accurate progress appear in the hosted questionnaire.Proof: Proposed persistence contract: preserve answers during back navigation and reload in the same browser tab and run. Explicit restart clears answers and derived results. A new respondent uses Start new assessment, which creates a new blank run with zero chosen answers. Closing and reopening is not a promised recovery path and the interface states this. Switching sectors starts a separate blank run and cannot mix sector answers. An incomplete questionnaire cannot produce a final score. Retest each state on the deployed surface.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

Protect

Do not hide answer descriptions behind sliders, clicks or hover states.
Do not turn a known manufacturing visitor into a services respondent or seed unchosen answers.
Do not build four separate codebases or redesign the entire OPEX website.

NOT RUN · Screenshot, blind description and parent comparison slots are pending.

D3 · Deliver useful results to keep

Make the diagnostic valuable even when the visitor never books or buys anything.

NOT RUN0 / 3

Output: A twelve-domain result view, three transparent priorities, useful next actions and a printable or downloadable summary.

Criteria, constraints and proof

S1 08:35–11:47 and 18:40–19:56. Download/print is the recommended simple alternative to unproven report-email delivery.

Observable tests

When result generation is performed with the mixed-answer fixture and all 36 answers, then the expected twelve domain scores, three lowest-domain priorities and their source-linked explanations appear in the hosted results screen.Proof: Compare actual chart values and readable text against D1 fixtures. Give one practical next action per priority. State that the result reflects the submitted self-assessment.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When the keep-results action is performed with the completed mixed-answer fixture, then a readable summary with the same scores, priorities and next actions appears in the downloaded file or print preview.Proof: Open the actual exported artifact. Check Hungarian characters, page breaks and chart/text consistency. No consultation or payment required.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When the no-booking path is performed with a completed questionnaire, then the full useful result, keep-results action and optional consultation invitation appear in the hosted result interface.Proof: Verify no hidden appointment requirement, mandatory long questionnaire or unsupported 15-page-report promise. The free consultation can include a training-fit discussion and is described honestly. Before booking, outreach, results and booking copy plainly explain that the free conversation includes discussing whether OPEX training is suitable. Keep the diagnostic useful independently.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

Protect

Do not ship hard-coded benchmark or elite-score arrays as real comparative evidence.
Do not require buying, booking or a long follow-up form to access the promised result.
Do not claim an email was sent when only a local success state changed.

NOT RUN · No useful-result or export acceptance has been verified.

D4 · Connect booking and Norbert’s handoff

Turn genuine interest into a real appointment with enough context for a useful conversation.

NOT RUN0 / 3

Output: Live availability, verified appointment confirmation and a concise diagnostic brief for the consultation.

Criteria, constraints and proof

S1 08:35–11:47, R4. Reuse an existing suitable calendar and approved account access before choosing anything new. After Launch, discover calendar/handoff access and owners at execution start so dependencies are known before integration work.

Observable tests

When a booking is performed with a task-owned synthetic contact and a genuinely available slot, then the matching appointment ID, time zone, invitees and meeting link appear in the calendar provider readback and the hosted confirmation.Proof: Fresh availability and durable provider event readback. Only assert confirmation email delivery if separately verified. Keep live personal data out of public proof.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When booking failure tests are performed with a stale slot, a provider error and a repeated submit, then a truthful recoverable status and no duplicate confirmed appointment appear in the booking interface and provider readback.Proof: Run controlled failures without messaging clients. No confirmation on failed writes. Record exact provider evidence and clean up only task-owned test events after preserving receipts.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

When the expert handoff is performed with the synthetic appointment and diagnostic answers, then its sector, twelve scores, three priorities and next conversation prompts appear in the designated consultation record.Proof: Match one diagnostic ID across result, appointment and handoff. Norbert should not need to ask the respondent to start again. Private data stays in an existing approved record system, not a bare public URL.

Protect

Do not use hard-coded date slots or simulated success as proof of a real booking.
Do not send test invites to Norbert, prospects or clients without exact recipient/purpose authority.
Do not add a new security gate to public review or diagnostic pages. Reuse approved private record systems for personal submissions.

NOT RUN · Calendar provider, ownership and handoff destination are not yet verified.

D5 · Finish outreach and credibility copy

Offer a worthwhile diagnostic in concrete Hungarian, with Norbert clearly established as the sender.

NOT RUN0 / 3

Output: A compact targeting brief, three first-touch examples, three follow-up examples, landing/results/thank-you copy and a supported short bio.

Criteria, constraints and proof

User’s exact email corrections, R1, S1 21:49–29:20. Manufacturing-first is a recommendation for this pilot, not proof of the best-performing niche.

Observable tests

When outreach-pack review is performed with three manufacturing examples, then three concrete first-touch messages and three explicitly routed follow-ups with Norbert’s supported credibility line appear in the commentable copy artifact.Proof: Keep the required pattern ‘Láttam, hogy XY gyártással foglalkoznak’ while filling XY with a concrete manufacturing example, no mail-merge variables. Use Norbert as I. Formal emails remain coherent with the user’s requested opener. Keep supplied informal questionnaire wording unchanged. Each first-touch CTA asks permission to send the diagnostic link, with link delivery after a positive reply under D5b. When sequence review is performed with a positive-reply lead and a silent lead, then a promised-link response for the first and a neutral follow-up for the second appear in the routing table and matching messages.Proof: Exactly three follow-up examples: positive-reply link delivery, no-reply nudge, no-reply close. No thanks for feedback or as-promised language to a lead who never replied. No campaign sending. When the acquisition-copy audit is performed with the target brief, landing, result, thank-you page and existing comments, then consistent standalone diagnostic value, free optional consultation, truthful training-fit wording and a comment disposition log appear in the review package.Proof: Recommend owner/operations/production decision-makers in manufacturing companies with repeatable processes. Validate fit against company websites before sourcing. Do not assert invented headcount or winning niche. Preserve existing annotations separately, exclude test gibberish, and do not call M’s edits Norbert approval.

Protect

Do not add template variables, named client proof, unapproved logos or invented savings.
Do not use the manufacturing opener for logistics, office or service companies. Later outreach for those routes needs matching copy.
Do not claim the OPEX adaptations themselves are proven top performers or overwrite the old review history.

NOT RUN · Existing copy is a draft, not a verified campaign or approved final pack.

D6 · Prove and hand over the pilot

Make the first real conversations teach us something without confusing clicks with sales.

NOT RUN0 / 3

Output: One consolidated review hub, tested stage tracking, a launch-readiness checklist and a first-ten-consultations learning sheet.

Criteria, constraints and proof

S1 08:35–11:47 and 30:35–33:47. Historical mailbox setup is not current deliverability proof.

Observable tests

When a synthetic funnel test is performed with one marked test identity, then linked diagnostic-start, completion and booking events with timestamps appear in the pilot evidence report.Proof: Track outreach sent, reply, positive reply, link click, start, completion, booking, attendance and purchase as distinct definitions. Verify only what can be safely tested. Mark unsupported or manual stages explicitly, never as real business outcomes. Do not send a campaign to test it. Identify the durable event-record destination and verify the synthetic records remain readable after reload. When readiness review is performed with current mailbox/provider readbacks and the deployed journey, then each readiness item, exact unresolved dependency and next-action owner appears in the launch checklist.Proof: Inspect existing accounts read-only. Include real destination URL, calendar owner, score/claims policy, suppression process, routing and current mailbox state. Record pending sending authority separately. An unavailable essential provider integration cannot be marked passed. When pilot-handoff review is performed with the verification receipts and one synthetic example row, then the six linked deliverables, honest pass counts, consultation guide and private learning-sheet reference appear in one consolidated review hub.Proof: The private learning sheet has ten empty rows plus a clearly synthetic example, a named steward and an existing writable destination. Verify operator access without sending an unsolicited invitation. Rows cover respondent fit, drop-offs, priorities, attendance, objections, training fit and outcome. The public hub contains only the sanitized template or reference, never live consultation records. No fabricated consultations, sales or acceptance. Publish and screenshot the final assembled review surface.

PENDING · Actual screenshot → blind Luna High description → parent comparison. No GUI pass recorded.

Protect

Do not activate outreach, alter mailbox setup, send client messages or fabricate leads to make the evidence look complete.
Do not make ten real consultations or purchases a completion gate for this implementation run.
Do not combine attendance, booked calls, course purchases and revenue into one conversion number.

NOT RUN · No live campaign, real booking or business outcome is claimed.

Open decisions and blockers

No blocker to preparing this recommendation

Q1 · Pilot audience and tone

Recommend manufacturing-first outbound with formal emails to preserve Matt’s explicit opener. The four-sector questionnaire keeps Norbert’s supplied wording. Resolve any deliberate tone change in this review before Launch.

Q2 · Score meaning and useful summary

Recommend transparent equal-weight self-assessment and a keepable summary, not industry ranking or an automatic long report. D1 must verify every option’s direction. These recommendations are not evidence of Norbert’s expert approval.

Q3 · Booking ownership and final URL

At execution start after Launch, discover the OPEX-domain path, calendar provider/account, private handoff destination and learning-sheet steward from existing access. Test on a bare review URL first. Keep D4 and affected D6 tests unpassed until their real integration or operator-access receipts exist. An unresolved dependency does not stop independent question/copy work.

Review these defaults with the six deliverables. If the scope is right, a later explicit Launch starts LLL implementation. This board itself does not authorize sending outreach.

Recovery state

Only inspect on stall or completion

0implementation stalls

NOT STARTEDexecution state

Reviewresume point

Parent action: Keep this same dated URL for this run. Preserve all current sources and existing assets. Launch only after the required later explicit instruction.