# Caleb Torres (@perceiveai) on threads

- id: koinon:creator:threads_perceiveai
- url: https://koinonlink.com/kol/threads/perceiveai
- schema_version: 1.4

## Identity
- platform: threads
- handle: perceiveai
- platform_url: https://www.threads.net/@perceiveai
- website: https://mail.aicatalyst.ai/subscribe
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 47059
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00121
- best_post_interactions: 57
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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 productivity tools, AI image and art generation, AI for content creation, AI workflow integration, AI for idea enhancement
- bio: 🌎 #1 Threads page about Al and ChatGPT
🚀 Stay one step ahead with our Al Newsletter
📥 Join over +10,000 daily readers (It's FREE)👇

## Audience (inferred)
- status: present
- description: People interested in AI tools and productivity, mainly early adopters and digital creators looking to leverage AI for content, design, and workflow automation
- roles: automation
- seniority: practitioner
- pain_points: Struggling to find the right AI tools that actually save time and improve output quality, Overwhelmed by the sheer number of AI tools available and unsure which ones are worth trying, Having difficulty integrating AI tools into existing workflows without friction, Lacking guidance on how to use AI to enhance creative ideas rather than just automate tasks
- posts_analysed: 5
- confidence: 0.4

## 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: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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
- [threads_perceiveai#69f96ddc] This changes everything.. (https://www.threads.com/@perceiveai/post/CwFpyUtA7K9)
- [threads_perceiveai#ba103494] Save hours of your time with these AI tools: 🚀 1. Versatile Media Platform ~ Reccloud.com 3. Image & Logos: ~ stockimg.ai 3. Marketing ~ frase.io 4. Recording ~ otter.ai 5. Presentation ~ beautiful.ai
- [threads_perceiveai#17936268] 7 Powerful AI tools that will 10X your productivity:🔥 1. http://Magical.so 🚀 AI-powered time partner 2. http://Stockimg.ai 🚀 AI logo generator 3. http://Docus.ai 🚀 AI Health assistant 4. http://Flexclip.com 🚀 AI Video Creator 5. http://Topapps.ai 🚀 AI Tools Store 6. http://
- [threads_perceiveai#d6a27402] 12 Best AI image and art generators: 1. DALL-E 2. Leap AI 3. Deep AI 4. Lensa AI 5. Leonardo 6. Nightcafe 7. Bluewillow 8. Jasper Art 9. Midjourney 10. IMGCreator 11. Stockimg AI 12. Stable Diffusion Which one is your favorite? 💬
- [threads_perceiveai#cb8f0930] Using AI Intelligently : Improving your own ideas and making them real Using

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=0.5, freshness_days=79, 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=116, 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=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- user_triggered_requests: 2
- last_user_triggered_day: 2026-10-18
- 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=threads_perceiveai
- Request removal: https://koinonlink.com/claim?k=threads_perceiveai
- Terms: https://koinonlink.com/for-ai