# MadeSmarterUK (@MadeSmarterUK) on x

- id: koinon:creator:x_madesmarteruk
- url: https://koinonlink.com/kol/x/MadeSmarterUK
- schema_version: 1.4

## Identity
- platform: x
- handle: MadeSmarterUK
- platform_url: https://twitter.com/MadeSmarterUK
- website: https://bit.ly/3UZ3LGE
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2907
- following: 465
- posts_total: 3529
- posts_observed: 1
- posts_per_day: 1.073
- account_age_days: 3290
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00034
- 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: software
- subcategory: ai_tools
- category_confidence: 0.85
- category_source: derived_from_discovery_path
- topics: AI adoption in UK manufacturing, Digital transformation in production, CNC and automation tech implementation, Real-time shop floor visibility, Government-supported innovation programs
- bio: We unite people with the digital tools, innovation, and skills to make an everyday difference to their business. 

Register today!🙌‍💻 #MadeSmarter

## Audience (inferred)
- status: present
- description: UK manufacturing business owners and operations managers focused on digital transformation and AI adoption in production
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Struggling to justify ROI on new manufacturing tech investments, Facing challenges in implementing real-time shop floor monitoring systems, Lacking access to expert guidance on AI integration in traditional manufacturing
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: engagement_observed
- credibility_score: 60
- 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_madesmarteruk#42b02478] 🤖 The UK's Pro-Worker AI Adoption Prize is now open for nominations. The prize celebrates organisations using AI to: ✅ Increase productivity ✅ Create jobs ✅ Develop new capabilities ✅ Support workers ⏰ Nominations close 30 Sept 👉 https://t.co/FknpbprtI7 https://t.co/7kTZ3m3Izj (https://twitter.com/MadeSmarterUK/status/2070182855213285789)
- [x_madesmarteruk#c2301f84] 📊 Real-time shop floor visibility is helping Protaform Springs and Pressings make smarter decisions and drive future growth. With support from Made Smarter West Midlands, they have invested in new digital systems. 📖: https://t.co/cSpQKUCAa6 #WestMidlandsManufacturing https://t.
- [x_madesmarteruk#c79c313f] 📉 With support from Made Smarter, Ultimat Defence invested in CNC cutting technology to modernise manufacturing and unlock new capacity reducing times by more than 75% 👇 Read more https://t.co/u1RAZoVrRL #DigitalManufacturing #Industry40 #ManufacturingUK https://t.co/k5CfzGAxEr
- [x_madesmarteruk#138dc307] 🖨️ A fourth-generation stonemasonry

## 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=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=127, 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=85, 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=127, 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=127, method=platform_profile

## Freshness
- profile_checked_days_ago: 127
- content_analysed_days_ago: 85
- 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_madesmarteruk
- Request removal: https://koinonlink.com/claim?k=x_madesmarteruk
- Terms: https://koinonlink.com/for-ai