# Steven Jeffes (@steven jeffes) on linkedin

- id: koinon:creator:linkedin_steven jeffes
- url: https://koinonlink.com/kol/linkedin/steven%20jeffes
- schema_version: 1.4

## Identity
- platform: linkedin
- handle: steven jeffes
- platform_url: https://www.linkedin.com/posts/stevenjeffes_top-10-ai-applications-in-customer-service-activity-7473741386865967104-SIMk
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- 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: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI platforms for customer experience, CX leadership requirements in AI era, Moving from AI talk to execution
- bio: If Your CX Leader Doesn't Understand These AI Platforms, It May Be Time for New Leadership. Most customer experience leaders are talking about AI. Far fewer actually understand where it creates measurable business value. And even fewer know which platforms are truly leading the market. That's becomi

## Audience (inferred)
- status: present
- description: CX leaders and customer experience professionals focused on AI adoption in CX strategies
- roles: cx
- seniority: decision_maker
- pain_points: CX leaders lacking deep AI platform knowledge, Gap between discussing AI and actual implementation in CX, Risk of leadership obsolescence due to AI skills shortfall
- posts_analysed: 1
- confidence: 0.4

## 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: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [linkedin_steven jeffes#448fac53] If Your CX Leader Doesn't Understand These AI Platforms, It May Be Time for New Leadership. Most customer experience leaders are talking about AI. Far fewer actually understand where it creates measurable business value. And even fewer know which platforms are truly leading the m (https://www.linkedin.com/posts/stevenjeffes_top-10-ai-applications-in-customer-service-activity-7473741386865967104-SIMk)

## 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=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=116, 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=76, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — 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=116, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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=linkedin_steven%20jeffes
- Request removal: https://koinonlink.com/claim?k=linkedin_steven%20jeffes
- Terms: https://koinonlink.com/for-ai