JK
JustKalm
Radical Transparency

Limitations & Known Issues

We believe you should know what we can't do as clearly as what we can. This page documents our limitations, known issues, and edge cases.

Why We Publish This

Trust is built through honesty. By being upfront about our limitations, we help you use our tools appropriately and set realistic expectations. If we don't tell you where we struggle, we're not being fair to you.

Core System Limitations

We Estimate, We Don't Guarantee

Critical

Our valuations are statistical estimates based on market data. They are not appraisals, guarantees, or legally binding assessments.

Implications
  • Actual sale prices may differ significantly from our estimates
  • Unique, rare, or one-of-a-kind items have higher uncertainty
  • Market conditions can change faster than our models update
What we do about it

We provide confidence intervals and uncertainty scores. Always use the range, not just the point estimate.

Health Screening is Risk Estimation

Critical

We assess chemical and material risk using databases and models. We do not physically test products.

Implications
  • A 'low risk' score is not a safety certification
  • Products may contain hazards we cannot detect from metadata
  • Individual sensitivities vary—what's safe for most may not be safe for all
What we do about it

We clearly label our assessments as 'risk estimates' and recommend professional testing for high-stakes use cases (children's products, medical items).

Data Has Blind Spots

Our training data is biased toward English-speaking markets, mainstream brands, and recent years.

Implications
  • Lower accuracy for non-US/UK markets
  • Vintage items (pre-2010) may be underrepresented
  • Independent/artisan brands often lack data
  • Non-fashion categories have less training data
What we do about it

We're actively expanding data sources. Category-specific accuracy metrics are published on our Methodology page.

What We Don't Do

To be crystal clear, here are capabilities we do not offer:

Authentication

We cannot verify if an item is authentic or counterfeit. Use dedicated authentication services.

Physical Inspection

We cannot assess actual condition, smell, stains, functionality, or physical defects.

Legal Appraisals

Our valuations are not suitable for insurance claims, estate planning, or legal proceedings.

Real-Time Auction Tracking

We don't track live auctions; our pricing reflects historical completed sales.

Guarantee Sale Prices

Our estimate is a prediction, not a guarantee. Actual sale prices vary.

Category-Specific Limitations

Luxury/Designer Items

±12% for verified items, higher for unverified
  • Cannot verify authenticity from data alone
  • Limited edition items may be mispriced
  • Requires authentication service for high-value items

Vintage/Antique

±18% average, varies widely by item
  • Less historical data available
  • Condition assessment is particularly subjective
  • Provenance significantly affects value but is hard to verify

Electronics

±7% for common items, ±15% for accessories
  • Rapid depreciation makes predictions time-sensitive
  • Functionality cannot be verified remotely
  • Battery health significantly affects value

Furniture

±15% average
  • Shipping costs not factored into valuation
  • Local market conditions vary significantly
  • Assembly condition unknown

Children's Products

Health screening: risk estimation only, not safety certification
  • Safety standards change frequently
  • Age of recalls may not be in our database
  • Physical inspection strongly recommended

Known Issues

Active issues we're aware of and working on (or accepting as inherent limitations):

KI-2024-001

Trending Item Lag

known-limitation

Items that suddenly become viral (TikTok trends, celebrity endorsements) may be undervalued for 7-14 days until our models catch up.

Workaround

Check demand signals and trending indicators; use human judgment for social media-driven trends.

Timeline

Ongoing - inherent limitation of batch model updates

KI-2024-002

Condition Relies on Seller Honesty

known-limitation

We cannot verify the actual physical condition of items. Our condition-based pricing assumes accurate seller reporting.

Workaround

Request photos and detailed descriptions. Our confidence score accounts for condition uncertainty.

Timeline

Exploring computer vision integration (no ETA)

KI-2024-003

International Shipping Not Factored

known-limitation

Valuations reflect market price but do not account for shipping costs, import duties, or regional availability.

Workaround

Factor in shipping manually; our regional price APIs provide some localization.

Timeline

Q2 2025 - regional shipping estimates

KI-2024-004

Bundle Pricing Complexity

known-limitation

Lots and bundles are priced as sum of parts, which may undervalue curated collections or overvalue random lots.

Workaround

For curated collections, use single-item mode and apply manual adjustment.

Timeline

No current plans - complex problem

Edge Cases & Special Situations

SituationSystem BehaviorRecommendation
Items with no sales historyReturns wide confidence interval and 'low confidence' flagConsider manual research or professional appraisal
Counterfeit/replica itemsMay price as authentic if not flagged. We do not authenticate.Use authentication services for high-value designer goods
Items with recallsSome recalls flagged; database may be incompleteCheck CPSC recall database independently for children's products
Regional items (e.g., Japan-only releases)May lack comparable data; defaults to similar global itemsUse regional marketplaces for more accurate comps
Very high value items (>$10,000)Higher uncertainty; auction dynamics not modeledProfessional appraisal recommended for insurance/estate purposes

Found an Issue We Haven't Listed?

We want to know about problems. If you've encountered a limitation, inaccuracy, or unexpected behavior that isn't documented here, please tell us.

© 2025 JustKalm. Building trust through transparency.

Last updated: December 2024