# PPS Builders (@pps.builders) on tiktok

- id: koinon:creator:tiktok_pps.builders
- url: https://koinonlink.com/kol/tiktok/pps.builders
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: pps.builders
- platform_url: https://www.tiktok.com/@pps.builders
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5717
- following: 2
- posts_total: 159
- posts_observed: 3
- 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: lifestyle
- subcategory: home_living
- category_confidence: 0.89
- category_source: derived_from_recent_content
- topics: House design ideas (elevations, kitchens, bathrooms, bedroom, Construction costs, grey structure estimates and material ti, Installment plans and affordable home booking in Lahore soci, Construction process advice (plastering, tiling, stairs, dra, Best societies/blocks for 5/10 Marla houses and investment, Real estate scams and quality differences in builders
- bio: For Your House Construction in lahore contact me
0311 6343139

## Audience (inferred)
- status: present
- description: Middle-class families and individuals in Lahore planning to build or buy homes in societies like Bahria Town, Bahria Orchard, DHA and similar areas, seeking affordable construction and installment options
- roles: consumer
- seniority: consumer
- pain_points: High and fluctuating construction material costs due to external factors like wars, Choosing the right housing society, block and plot type for value and livability, Avoiding real estate scams and ensuring quality construction vs. for-sale sites, Finding affordable homes or construction on easy installments with limited budget
- posts_analysed: 76
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 49
- authenticity_basis: profile_shape_only
- credibility_score: 49
- 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_pps.builders#1029cf34] 1 Bed Apartment Price & Monthly Rent | if you to buy apparment in bahria town lahore  Do Contact Us #1BedApartment #ApartmentForSale #ApartmentRent #RealEstate #PropertyInvestment #bahriatownlahore  #realestate #ppsbuilders #awaiszaheer (https://www.tiktok.com/@pps.builders)
- [tiktok_pps.builders#14b2cb90] original sound - pps.builders
- [tiktok_pps.builders#db35fd1c] It is a becoming a big trend on TikTok now! Click here: 1bedapartment
- [tiktok_pps.builders#9a313f6d] Check out PPS Builders’s video! #TikTok >
- [tiktok_pps.builders#b0be83b5] 10 Marla Home Kitchen Design That Will Make Every Woman Happy | If you want to construct your house in bahria town bahria orchard dha & other societies  Do Contact Us  #ppsconstruction #10MarlaHouse #KitchenDesign #ModernKitchen #HomeInterior #PakistaniHouseDesign  #realestate #b
- [tiktok_pps.builders#5f943247] A Bathroom Vanity Designed for Your Elderly Loved Ones | if

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=86, 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=74, 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=86, 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=86, method=platform_profile

## Freshness
- profile_checked_days_ago: 86
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 8
- 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_pps.builders
- Request removal: https://koinonlink.com/claim?k=tiktok_pps.builders
- Terms: https://koinonlink.com/for-ai