# Michelle Stone | Certified DOO (@stoneopsco) on threads

- id: koinon:creator:threads_stoneopsco
- url: https://koinonlink.com/kol/threads/stoneopsco
- schema_version: 1.4

## Identity
- platform: threads
- handle: stoneopsco
- platform_url: https://www.threads.net/@stoneopsco
- website: http://www.stoneops.co
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4082
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.60289
- best_post_interactions: 2461
- 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: 0.9
- category_source: derived_from_discovery_path
- topics: Business systems and structure, Simplicity over scale, Founder mindset and legacy building, Reducing dependency and busyness, Community among women founders
- bio: Creator of The Legacy Path™ — Helping Coaches & Consultants Build Legacy-Ready Businesses

## Audience (inferred)
- status: present
- description: Women coaches and consultants who are solo or small-team founders seeking to build structured, sustainable businesses
- roles: none
- seniority: decision_maker
- pain_points: Not knowing where or how deeply to implement systems, Businesses that grow but drain energy and time, High personal dependency causing constant busyness and lack of calm, Struggling to balance entrepreneurship mindset with real-life boundaries
- 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: 52
- authenticity_basis: engagement_observed
- credibility_score: 52
- flagged_for_review: false
- koinon_bd_grade: B — 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_stoneopsco#ce26cf3b] If you’ve ever thought: “I know I need systems… I just don’t know where to start or how deep to go.” You’re in the right place. Stone Ops supports women founders at different stages of operational maturity from hands-on setup to full implementation and long-term support with The  (https://www.threads.com/@stoneopsco/post/DVWeS_eirmH)
- [threads_stoneopsco#f2ca2843] Entrepreneurship is believing in something… before anyone else sees it.
- [threads_stoneopsco#ad2f9d8d] REAL TALK: A simple business that works… is better than a big one that drains you.
- [threads_stoneopsco#aaa096fa] Calm doesn’t come from less work. It comes from less dependency.
- [threads_stoneopsco#6f5f3534] POPULAR OPINION: someone’s free time is NOT their availability
- [threads_stoneopsco#ff6c8110] If you don’t have time, your business is asking for structure.
- [threads_stoneopsco#59d75428] Not gonna lie… I came on Threads and found my kind of women real quick 🥹 Let’s be friends.
- [threads_stoneopsco#958b0819] The real flex as a business owner? Not being busy all the time.

## 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=111, 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=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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 14
- 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=threads_stoneopsco
- Request removal: https://koinonlink.com/claim?k=threads_stoneopsco
- Terms: https://koinonlink.com/for-ai