# midnightcram (@midnightcram) on tiktok

- id: koinon:creator:tiktok_midnightcram
- url: https://koinonlink.com/kol/tiktok/midnightcram
- schema_version: 1.4

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

## Reach
- followers: 4783
- following: 41
- posts_observed: 2
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI humanizer tools for essays, College study hacks and workflows, Assignment preparation before submission, Walter Writes AI promotions and discount codes
- bio: Just trying to beat detection at 11:59 💀
Code: Annaleesah for 30% off Walter Writes AI ✨

## Audience (inferred)
- status: present
- description: College students using AI tools to finish assignments faster and make papers sound more natural
- roles: none
- seniority: learner
- pain_points: Spending too much time writing essays and meeting deadlines, Papers getting flagged or not sounding like their own voice, Finding affordable tools that actually improve assignment quality, Struggling to balance study workload with other responsibilities
- 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: 40
- authenticity_basis: profile_shape_only
- credibility_score: 40
- 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_midnightcram#5b8d4b16] 📓✨ One of the easiest ways I've been speeding up homework lately! Use code Annaleesah if you want to save. 🤍 #freehumanizeronline #collegetips #goodgrades #walterwritesai #collegehack @Walter Writes AI (https://www.tiktok.com/@midnightcram)
- [tiktok_midnightcram#0b04f8eb] original sound - studywuna0
- [tiktok_midnightcram#b5dc1351] LATE NIGHT CRINGE FLASHBACKS
- [tiktok_midnightcram#b1d26c46] It is a becoming a big trend on TikTok now! Click here: freehumanizeronline
- [tiktok_midnightcram#4881ca20] Check out midnightcram’s video! #TikTok >
- [tiktok_midnightcram#bd585df6] ✨📝 My favorite study workflow in under a minute! Hope this helps someone. 💛 Use code Annaleesah to save. #freehumanizeronline #walterwritesai #collegehack #goodgrades #worksmarternotharder @Walter Writes AI
- [tiktok_midnightcram#284dc77b] original sound - lost_boy0207
- [tiktok_midnightcram#0a5d1939] Aviator flying plane sound (The Bimpoes playtime)

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, 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=70, 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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## AI retrieval
- indexing_requests: 11
- 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_midnightcram
- Request removal: https://koinonlink.com/claim?k=tiktok_midnightcram
- Terms: https://koinonlink.com/for-ai