# Chris Panteli (Co-Founder) (@Linkifi_) on x

- id: koinon:creator:x_linkifi_
- url: https://koinonlink.com/kol/x/Linkifi_
- schema_version: 1.4

## Identity
- platform: x
- handle: Linkifi_
- platform_url: https://twitter.com/Linkifi_
- website: http://Linkifi.io
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2236
- following: 736
- posts_total: 8352
- posts_observed: 2
- posts_per_day: 5.152
- account_age_days: 1621
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00089
- best_post_interactions: 2
- 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: 0.92
- category_source: derived_from_recent_content
- topics: Digital PR evolution and effectiveness, AI engines correlation with earned media, Link building through media placements, Journalist pitching tactics
- bio: 📢 I help businesses get featured on the largest publications on the planet | Co-Founder at https://t.co/mQOWTgYTqw - Digital PR link building | https://t.co/PzmjPXDbf5 🎙️

## Audience (inferred)
- status: present
- description: SEO and digital marketing practitioners focused on link building, earned media, and PR placements
- roles: seo_geo
- seniority: practitioner
- pain_points: Outdated Digital PR tactics rapidly losing effectiveness with journalists, Difficulty measuring or leveraging correlation between earned media and AI visibility/citations, Struggling to secure features in major publications amid changing media landscape
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 63
- authenticity_basis: engagement_observed
- credibility_score: 63
- flagged_for_review: false
- koinon_bd_grade: B — 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_linkifi_#4c889e29] Digital PR has changed—and the tactics that worked a few years ago are rapidly losing their effectiveness. Myself and Nick Biggs explain why journalists have moved away from AI-generated, gimmicky campaigns, why creative data and genuine industry authority matter more than ever,  (https://twitter.com/Linkifi_/status/2072985701126148367)
- [x_linkifi_#e8ba3678] We tested six AI engines expecting at least one to break the pattern. None of them did. When Linkifi found that earned media correlates with AI citations at 0.58, the obvious objection was: sure, but that's probably one weird model dragging the average. So we split it by platform

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- 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=80, 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: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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_linkifi_
- Request removal: https://koinonlink.com/claim?k=x_linkifi_
- Terms: https://koinonlink.com/for-ai