# Adam Stewart | AI & Marketing (@adamstewartmarketing) on tiktok

- id: koinon:creator:tiktok_adamstewartmarketing
- url: https://koinonlink.com/kol/tiktok/adamstewartmarketing
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: adamstewartmarketing
- platform_url: https://www.tiktok.com/@adamstewartmarketing
- country: Japan
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 139934
- following: 463
- posts_observed: 18
- verified: false
- size_tier: kol

## 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Claude Code and Anthropic model updates, AI agents for marketing and business ops, Video and content creation with AI tools, Ad platform automation and reporting, Integrations like Zapier MCP and CRM control, New AI hardware and consumer tools

## Audience (inferred)
- status: present
- description: Marketing professionals, performance marketers and small business owners focused on AI automation for ads, content and operations
- roles: automation
- seniority: practitioner
- pain_points: Manual ad reporting and data pulling across platforms taking hours, Building and maintaining reliable AI agents that connect to real business tools, Finance admin and supplier quote workflows still being manual and slow, Keeping up with rapidly changing AI models and prompting techniques for production use
- posts_analysed: 92
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: profile_shape_only
- credibility_score: 58
- 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
- [tiktok_adamstewartmarketing#2bff8da2] This guy decided to outsource his entire personal financial life to GPT-4. He gave AutoGPT access to his bank, financial statements, credit report, and email. So far he’s been able to save over $200 in some pretty strange ways. First he got AutoGPT to work on Subscriptions he’s n (https://www.tiktok.com/@adamstewartmarketing)

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=31, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=31, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=31, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=0, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 31

## AI retrieval
- indexing_requests: 1
- 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=tiktok_adamstewartmarketing
- Request removal: https://koinonlink.com/claim?k=tiktok_adamstewartmarketing
- Terms: https://koinonlink.com/for-ai