FutureOakln | Oakln

Product Semantics

Treat Shopline product data as a multimodal semantic layer, not a vector-only tag bucket.

The platform stores raw source records, semantic attributes, visual facts, visual inferences, image assets, and evidence chains side by side. That lets future agents operate on a shared truth model instead of re-parsing product data from scratch.

Shoplineoakln

Live product access is healthy. Current preview request pulled 3 products from the Shopline admin OpenAPI.

live semantic preview

A Gemini-backed semantic pass has been merged with the current live Shopline profile.

Geministatus 200

Reachable from the current runtime. Sample models: gemini-2.5-flash, gemini-2.5-pro, gemini-2.0-flash, gemini-2.0-flash-001, gemini-2.0-flash-lite-001

Raw Shopline product · liveNORMAL

藍染刺し子生地の OG107復刻ワークパンツ

No subtitle returned in the current payload.

Vendor

1009963968

Governed semantic profile

This profile is what downstream agents should consume first. It keeps structured facts, soft inferences, and review flags explicit.

Gemini semantic passgemini-3.1-pro-previewpv-semantic-enrichment-v2

Oakln OG107 replica work pants crafted from durable 100% cotton sashiko fabric, traditionally hand-dyed in natural indigo. Features a classic utility silhouette with patch pockets and a YKK zip fly, seamlessly blending vintage military styling with Japanese handcraftsmanship.

Color Family

インディゴブルー

verified97%

Style Keywords

heritage, utility

inferred80%

Feature Set

cargo pockets, indigo dyed, sashiko texture

inferred85%

Inventory State

out of stock

verified99%

Canonical Category

menswear.bottoms.work_pants

verified94%

Color

インディゴブルー

verified99%

Size Range

S, M, L, XL, 2XL

verified99%

Material

100% Cotton, Sashiko

verified95%

Occasion

workwear, casual, streetwear

inferred88%

Style

heritage, utility, vintage military, rugged

inferred90%

Care Instructions

Hand wash recommended, Wash separately, Avoid alkaline detergents, Dry flat in shade

verified98%

Selling points

Authentic 1960s OG-107 military silhouette reimagined through traditional Japanese craftsmanship.

Woven with 100% cotton in a highly durable sashiko structure, previously used for firefighter and farmer garments in the Edo period.

Hand-dyed with natural plant-based indigo, creating a deep, layered blue that uniquely fades and personalizes over time.

Features functional utility details including dual front patch pockets, rear button-flap pockets, and a reliable YKK zip fly.

Naturally antibacterial and bug-resistant due to the chemical-free, traditional indigo dyeing process.

Work Pants profile anchored in cotton / sashiko construction.

Local workbench

The platform now knows which multimodal stage is complete, ready, or blocked.

Gemini semantic pass complete9 images / 5 variants

Use the enriched semantic profile as the default downstream context for agents, prompts, and approvals.

Source capture

completed

Live Shopline payload captured with 5 variants and 9 images.

Normalization

completed

Product, option, and variant fields have been normalized into the platform contract.

Text semantic pass

completed

Semantic profile generated with 11 core attributes.

Image asset readiness

completed

Image URLs are available for 9 assets and ready for vision analysis.

Image metadata preflight

completed

5 asset-level observations were generated locally from roles, URLs, and alt text.

Vision semantic pass

completed

Gemini multimodal enrichment completed with gemini-3.1-pro-preview using pv-semantic-enrichment-v2 from cache.

Governance + approval

ready

3 governance checks still need operator review.

Live catalog window

Real Shopline products can already be staged for semantic processing.

藍染刺し子生地の OG107復刻ワークパンツ

pants-indigo-sashiko-og107-1259800

5 variants9 images

No subtitle returned in current Shopline payload.

多色展開　コットンポケット付き半袖Tシャツ

tshirt-cotton-pocket-hansode-1261407

12 variants8 images

No subtitle returned in current Shopline payload.

藍染め　コーマ綿半袖Tシャツ

tshirt-indigo-combed-cotton-hansode-1261405

10 variants7 images

No subtitle returned in current Shopline payload.

Image understanding

Visual facts and visual inferences must be separated.

Visual facts

Hero Asset Presence

98%

1 hero asset

Detail Asset Count

91%

3 detail assets

Image Metadata Coverage

93%

9/9 descriptive alt texts

Closure Type

99%

YKK Zip fly with top button

Fabric Texture

99%

Woven Sashiko

Pocket Configuration

98%

Front patch pockets, Rear flap patch pockets

Stitching

95%

Tonal indigo stitching

Visual inferences

Asset Coverage Tier

83%

editorial-ready

Multimodal Readiness

88%

ready for remote vision pass

Fit Profile

87%

Straight leg / Relaxed

Fabric Weight

85%

Heavyweight

Seasonality

80%

All-season / Fall-Winter bias

Image observation feed

fact7337848805817851695

hero_asset_presence: 1 hero asset

The normalized product payload contains a designated hero image.

fact7337847167942150237

detail_asset_count: 3 detail assets

Detail-oriented assets are available for texture or trim inspection.

fact7337848805817851695

image_metadata_coverage: 9/9 descriptive alt texts

All image records carry descriptive alt text.

inference7337848805817851695

asset_coverage_tier: editorial-ready

Coverage tier is inferred from the current mix of hero, model, and detail assets.

inference7337848805817851695

multimodal_readiness: ready for remote vision pass

Image URLs are present for 9 of 9 assets.

Retrieval + governance

Hybrid retrieval and evidence discipline keep the product brain usable.

Design principles

Raw Shopline payloads stay immutable and auditable.

Facts, inferences, and human overrides are stored separately.

Every semantic field carries evidence and confidence metadata.

AI reads semantic profiles first; raw HTML is only fallback context.

Low-confidence or write-impacting fields route into Approval Desk.

Retrieval is hybrid: filters, lexical search, vector recall, then rerank.

Retrieval ladder

Structured filters

Narrow by category, color family, price band, status, stock, or channel.

Lexical search

Catch exact field names, SKU codes, and brand-approved language.

Vector recall

Find semantically related products, looks, or supporting documents.

Reranking

Promote the most evidence-aligned results before agent consumption.

Pipeline stages

Source capture

Ingest Shopline product, variants, collections, metafields, and media snapshots.

Normalization

Stabilize HTML, option maps, units, identifiers, and field naming conventions.

Multimodal enrichment

Run text extraction plus image observation passes to derive semantic facts and inferences.

Governance

Attach confidence, evidence, schema validation, and approval routing.

Activation

Serve the semantic profile to agents, search, analytics, and controlled writeback.

Evidence ledger

Every important semantic field should tell you where it came from.

ruletaxonomy:mapping

canonical_category

NORMAL | 藍染刺し子生地の OG107復刻ワークパンツ

94%

variantoptions:color

color_family

インディゴブルー

97%

variantoptions:size

size_range

S, M, L, XL, 2XL

98%

shopline_fielddescription+metafields

material

cotton, sashiko

90%

shopline_fieldsubtitle+tags

occasion

workwear

82%

ai_inferencesemantic-style-pass

style_keywords

heritage, utility

80%

shopline_fielddescription+title

feature_set

cargo pockets, indigo dyed, sashiko texture

85%

variantvariants.inventory

inventory_state

out of stock

99%

image7337848805817851695

hero_asset_presence

The normalized product payload contains a designated hero image.

98%

image7337847167942150237

detail_asset_count

Detail-oriented assets are available for texture or trim inspection.

91%

image7337848805817851695

image_metadata_coverage

All image records carry descriptive alt text.

93%

image7337848805817851695

asset_coverage_tier

Coverage tier is inferred from the current mix of hero, model, and detail assets.

83%

image7337848805817851695

multimodal_readiness

Image URLs are present for 9 of 9 assets.

88%