# Jana (@BratDotAI) on x

- id: koinon:creator:x_bratdotai
- url: https://koinonlink.com/kol/x/BratDotAI
- schema_version: 1.4

## Identity
- platform: x
- handle: BratDotAI
- platform_url: https://twitter.com/BratDotAI
- website: https://hookspark.amcle.ca/
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3366
- following: 2757
- posts_total: 19880
- posts_observed: 1
- posts_per_day: 39.92
- account_age_days: 498
- verified: true
- 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: iOS app development and App Store submissions, Building in public as a solo founder, AI tools replacing or assisting coding, X/Twitter engagement tactics for makers, Personal milestones and flexes (revenue, audience, disciplin
- bio: Solo founder building iOS apps.
Building HookSpark and sharing the journey in public.

## Audience (inferred)
- status: present
- description: Solo iOS app founders and indie hackers building in public on X, mostly early-stage practitioners shipping their own apps
- roles: dev
- seniority: practitioner
- pain_points: App Store review delays and unpredictable approval times, Deciding on monetization flows like free trials without forcing sign-ups, Balancing shipping speed vs. polish when audience is watching, Getting visibility or intros to big AI companies as a solo founder
- posts_analysed: 8
- confidence: 0.4

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

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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
- [x_bratdotai#33bc58fd] End of an era 🫡 https://t.co/T3RQy55FGE (https://twitter.com/BratDotAI/status/2073563425460867152)
- [x_bratdotai#d2939412] I don’t think I can make it this time. 😭 Who can help me reach out to the Chief Reset Officer at OpenAI? https://t.co/BDmLpFpzMV
- [x_bratdotai#079e2da3] Bro-to-bro tip: If you already have a good audience, don’t ship something ugly. More people will see your first impression than your future updates.
- [x_bratdotai#540b0bed] Humans wrote code to build AI. Now AI writes code so humans can write less, focus more on what to build, and may eventually be replaced entirely. That’s the irony.
- [x_bratdotai#22c337b6] Wednesday is the most active weekday on X 🔥 Drop what you’re building.
- [x_bratdotai#77c36672] What’s your biggest flex right now? - Revenue - Skills - Audience - Discipline
- [x_bratdotai#93e9f8c1] Finally, it got approved after a week of waiting 🥺 https://t.co/cNgzP44YW3
- [x_bratdotai#34d47780] iOS founders: What’s the best way to offer a free subscription to a small group of users without making sign-up mandatory?

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=78, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- 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=x_bratdotai
- Request removal: https://koinonlink.com/claim?k=x_bratdotai
- Terms: https://koinonlink.com/for-ai