# Emersoft (@EmersoftAI) on x

- id: koinon:creator:x_emersoftai
- url: https://koinonlink.com/kol/x/EmersoftAI
- schema_version: 1.4

## Identity
- platform: x
- handle: EmersoftAI
- platform_url: https://twitter.com/EmersoftAI
- website: http://emersoft.co
- country: United States
- entity_type: creator
- person_id: koinon:person:x_emersoftai

## Reach
- followers: 2504
- following: 109
- posts_total: 1828
- posts_observed: 1
- posts_per_day: 0.591
- account_age_days: 3093
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0004
- best_post_interactions: 1
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.8
- category_source: derived_from_discovery_path
- topics: Shopify store expansion, bookstore operations, non-book product integration, trade shows for booksellers, e-commerce platform for bookstores
- bio: The super app for Shopify booksellers. 
👇 See how 100+ bookstores run on Emersoft:
https://t.co/C5NxoC8PMt

## Audience (inferred)
- status: present
- description: Shopify-based bookstore owners and operators looking to expand their product offerings beyond books
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Limited product variety restricting revenue growth, Difficulty in sourcing and managing non-book inventory, Need for an all-in-one platform to streamline bookstore operations
- posts_analysed: 2
- confidence: 0.4

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

## Quality signals
- authenticity_score: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- 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
- [x_emersoftai#9e7c1324] Books aren't the only thing your customers will buy from you. Games. Puzzles. Notepads. Sidelines. Over 33,000 items you can add to your Shopify store, the same category that quietly lifts revenue in the best independent bookstores. Add the coffee. Add the tea. Add the wine if th (https://twitter.com/EmersoftAI/status/2070260663444787475)
- [x_emersoftai#d30ba679] This September, Emersoft will be attending for the first time the Gardners Trade Show & BA Conference. With 80+ exhibitors, hundreds of booksellers, publishers, authors, and industry partners in one place, it's shaping up to be the biggest Gardners Trade Show yet. This is a major

## 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=28, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=88, 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=88, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=125, 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=88, 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=125, 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=125, method=platform_profile

## Freshness
- profile_checked_days_ago: 125
- content_analysed_days_ago: 88
- audience_updated_days_ago: 28

## AI retrieval
- indexing_requests: 7
- 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_emersoftai
- Request removal: https://koinonlink.com/claim?k=x_emersoftai
- Terms: https://koinonlink.com/for-ai