# AI with Leila 🤖 (@aiwithleila) on tiktok

- id: koinon:creator:tiktok_aiwithleila
- url: https://koinonlink.com/kol/tiktok/aiwithleila
- schema_version: 1.4

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

## Reach
- followers: 3276
- following: 66
- posts_observed: 6
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Building AI agents and frameworks, Gumloop integrations and no-code automations, AI tools for productivity and life automation, Content calendar and social media agents, Competitor tracking and SEO automation, Comparisons between classic automation and AI agents
- bio: Gumloop Partner 🩷

📧 [contact removed]

## Audience (inferred)
- status: present
- description: AI automation practitioners and no-code builders focused on creating agents and workflows, often solo operators or small-team users of tools like Gumloop and Claude
- roles: automation
- seniority: practitioner
- pain_points: Manually drafting social content and managing content calendars, Time lost to competitor tracking and internet curation across platforms, Traditional deterministic tools like Zapier lacking real intelligence or adaptability, Context window limits and memory issues when running complex, long-running agents
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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.

## Evidence
- [tiktok_aiwithleila#d3c8286d] 1 year of testing. Here's what's actually worth your time in 2026 ⬆️ #aitools #ai #aiagents #n8n #aiautomation (https://www.tiktok.com/@aiwithleila)
- [tiktok_aiwithleila#1f4183c0] Everything In Its Right Place
- [tiktok_aiwithleila#fc9ad90e] It is a becoming a big trend on TikTok now! Click here: aitools
- [tiktok_aiwithleila#038f8df5] Check out AI with Leila 🤖’s video! #TikTok >
- [tiktok_aiwithleila#7886684a] 6 AI agent frameworks
- [tiktok_aiwithleila#6b7e645e] Search:
- [tiktok_aiwithleila#2593e15f] what is the best ai cding agent 2026 on mobile and web access
- [tiktok_aiwithleila#518ab486] I've been building them for 14 months. Here's everything I've learned in 6 steps 🤝 I also have a document explaining everything in more detail - comment “Gumloop” and I’ll send it over #AI #aiagents #claude #aitools #aiautomation

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=69, 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=57, 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=69, 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=69, method=platform_profile

## Freshness
- profile_checked_days_ago: 69
- content_analysed_days_ago: 57
- audience_updated_days_ago: 57

## AI retrieval
- indexing_requests: 8
- 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_aiwithleila
- Request removal: https://koinonlink.com/claim?k=tiktok_aiwithleila
- Terms: https://koinonlink.com/for-ai