# Thomas - sourcetms | AI / Tech (@sourcetms) on tiktok

- id: koinon:creator:tiktok_sourcetms
- url: https://koinonlink.com/kol/tiktok/sourcetms
- schema_version: 1.3

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

## Reach
- followers: 52131
- following: 393
- posts_observed: 26
- verified: false
- size_tier: koc

## 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: AI model releases and comparisons (Claude, OpenAI, Kimi, etc, AI agents, routers and automations, AI coding tools and dev workflows, cost/performance optimization of models, practical tutorials for building with AI

## Audience (inferred)
- status: present
- description: AI practitioners and developers actively implementing agents, automations, coding tools and model workflows (mostly mid-level tech professionals)
- roles: automation
- seniority: practitioner
- pain_points: keeping up with frequent new model releases and deciding which to use where, optimizing cost and efficiency when running agents or multiple models, turning AI into reliable automations and end-to-end workflows instead of just chat assistants, evaluating real ROI and practical rollout of AI systems beyond hype
- posts_analysed: 88
- confidence: 0.9

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

## Quality signals
- authenticity_score: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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_sourcetms#7a523be4] If this is something that you would like to be a part of comment below to get the application form.  #ai (https://www.tiktok.com/@sourcetms)
- [tiktok_sourcetms#ef7f7265] original sound - sourcetms
- [tiktok_sourcetms#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_sourcetms#f60c35fa] Check out Thomas - sourcetms | AI
- [tiktok_sourcetms#ae9546a5] Tech’s video! #TikTok >
- [tiktok_sourcetms#ae256368] I just built something new to give AI and AI agents the ability to search socials people and companies very thoroughly. The amount of these cases I’ve been applying this too has been really fun. It’s been so effective for prospecting for social media research and for creating tar
- [tiktok_sourcetms#02150486] In 2008 one person already saw the future and knew that this was coming.  Andrew Stanton.  Crazy foresight.  Wall E was ahead of its time.
- [tiktok_sourcetms#6b7e645e] Search:

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=29, 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=8, 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=8, 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=8, method=platform_profile

## Freshness
- profile_checked_days_ago: 8
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## 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_sourcetms
- Request removal: https://koinonlink.com/claim?k=tiktok_sourcetms
- Terms: https://koinonlink.com/for-ai