# Sam (@technioo) on x

- id: koinon:creator:x_technioo
- url: https://koinonlink.com/kol/x/technioo
- schema_version: 1.4

## Identity
- platform: x
- handle: technioo
- platform_url: https://twitter.com/technioo
- website: https://samthewebguy.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 616
- following: 964
- posts_total: 2929
- posts_observed: 1
- posts_per_day: 4.097
- account_age_days: 715
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00487
- best_post_interactions: 3
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: quiz funnel开发, Claude辅助快速建站, Meta Ads落地页转化
- bio: Web Developer & Systems Builder for Small Businesses & Global Brands | Translating Brand Positioning into High-Converting Websites

## Audience (inferred)
- status: present
- description: Brand managers and small to medium merchants on Meta Ads who make decisions or execute campaigns
- roles: ads
- seniority: decision_maker
- pain_points: Can't find developers skilled in ad conversion; off-the-shelf outsourced quiz solutions deliver low conversion rates, Want to quickly validate quiz ideas but lack development skills themselves, Need a demo to showcase to clients or internally, fast
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 37
- authenticity_basis: engagement_observed
- credibility_score: 37
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_technioo#168c2bbd] A brand running Meta Ads posted a job on Contra. (https://twitter.com/technioo/status/2072687122553659884)
- [x_technioo#989495ee] They’re looking for a developer to build a quiz funnel that guides their customers toward the right product before they leave the landing page.
- [x_technioo#4b9bb836] Instead of submitting an ordinary proposal, I fed the job post into Claude and built a fully working 4-question scent recommendation quiz (Demo), styled to their brand colors, typography, and product range

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=60, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=60, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=60, method=llm_persona_from_recent_content
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=76, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=112, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 76
- audience_updated_days_ago: 60

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_technioo
- Request removal: https://koinonlink.com/claim?k=x_technioo
- Terms: https://koinonlink.com/for-ai