# Andre Muniz (@andre muniz) on linkedin

- id: koinon:creator:linkedin_andre muniz
- url: https://koinonlink.com/kol/linkedin/andre%20muniz
- schema_version: 1.4

## Identity
- platform: linkedin
- handle: andre muniz
- platform_url: https://www.linkedin.com/posts/andre-muniz-31697a63_aiautomation-aigents-aichatbot-activity-7457786744227205120-HN4T
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI support agents, Automating customer service workflows, Reducing support team size, AI-CRM and API integrations
- bio: Most companies don’t need a bigger support team anymore. They need a smarter one. Today, an AI support agent can answer customers instantly, access APIs and databases, create tickets and update CRMs, route conversations automatically, and work 24/7 without queues. And the biggest difference: modern

## Audience (inferred)
- status: present
- description: CX leaders, support ops managers and automation decision-makers at companies evaluating AI agents to replace or augment human support teams
- roles: automation
- seniority: decision_maker
- pain_points: High cost of scaling human support headcount, Slow response times and inconsistent 24/7 coverage, Manual ticket creation and CRM updates eating agent time, Difficulty connecting AI tools to existing APIs and internal systems
- 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_andre muniz#cedb0a7e] Most companies don’t need a bigger support team anymore. They need a smarter one. Today, an AI support agent can answer customers instantly, access APIs and databases, create tickets and update CRMs, route conversations automatically, and work 24/7 without queues. And the biggest (https://www.linkedin.com/posts/andre-muniz-31697a63_aiautomation-aigents-aichatbot-activity-7457786744227205120-HN4T)

## 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: 14
- 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_andre%20muniz
- Request removal: https://koinonlink.com/claim?k=linkedin_andre%20muniz
- Terms: https://koinonlink.com/for-ai