# Adam Gillespie - AI & CRM Training for Realtors (@adamgillespie_ai) on youtube

- id: koinon:creator:youtube_adamgillespie_ai
- url: https://koinonlink.com/kol/youtube/adamgillespie_ai
- schema_version: 1.4

## Identity
- platform: youtube
- handle: adamgillespie_ai
- platform_url: https://www.youtube.com/@adamgillespie_ai
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6920
- posts_observed: 254
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Lofty CRM updates and feature releases, AI sales agents and automation in real estate, Pipeline and customer journey setup for realtors, CRM data organization and audits, Risks of AI in CRM and monitoring requirements, ChatGPT and AI tool updates for real estate work
- bio: 2024 Inman AI Award Winner | AI & CRM Coach for Real Estate Agents Are you a realtor ready to revolutionize your business with ...

## Audience (inferred)
- status: present
- description: Real estate agents and realtors actively using or evaluating Lofty CRM who want to apply AI for client pipelines, follow-ups, and database management
- roles: sales
- seniority: practitioner
- pain_points: Incorrect pipeline setup causing missed follow-ups with buyers and sellers, Difficulty monitoring and trusting AI agent decisions inside the CRM, Time wasted on manual tasks, recurring reminders, and database cleanup, Technical issues with custom domain, DNS, and website integration
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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.

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=19, 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=19, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=0.25, freshness_days=19, 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=46, 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=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 19
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 9
- 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=youtube_adamgillespie_ai
- Request removal: https://koinonlink.com/claim?k=youtube_adamgillespie_ai
- Terms: https://koinonlink.com/for-ai