AI-Commerce OS · v1.0

The AI-Commerce OS
your agents can actually call.

Typed commerce primitives — Parse, Localize, Price, Route, Connect, Console — shipped as REST, SDK, CLI, and MCP. Reproducible benchmarks included.

See benchmarks
INPUT: Supplier URL

> turaxia.parse("https://gu-global.com/jp/...")

raw_html: 142 KB · encoding: Shift_JIS · lang: ja

variants: 15×7 matrix · inline styles · no HS code

price: ¥1,990 · no weight · no duty metadata

OUTPUT: Typed primitives

✓ Parse: typed product record in < 80 ms

✓ Localize: target locale with commerce glossary applied

✓ Price: landed-cost quote with live FX and duty

✓ Route: optimal carrier + package plan, MCP-callable

Pipeline architecture.

Six primitives, one typed contract. Call them from REST, SDK, CLI, or MCP — you always get the same shape back.

01

Parse → typed product record

DOM extraction handles multi-encoding pages, JS-rendered content, and variant matrices. Returns a typed record with per-field confidence.

02

Localize + Price → translate and quote

Commerce-tuned translation with domain glossaries. Landed-cost quotes with live FX, HS classification, and duty computation.

03

Route + Connect → resolve and audit

Multi-carrier route optimization. Workspace-isolated control plane, audit events, and MCP surfaces on every primitive.

Module architecture.

Six core primitives plus three higher-level modules. Same typed contract on every surface.

ParseProduct Extraction

Confidence-aware DOM extraction with Shift_JIS handling, JS-rendering, and variant matrix decomposition. Returns structured JSON in <80ms P50.

LocalizeAuto Translation

Commerce-tuned NMT with domain-specific glossaries for materials, sizing standards, and brand terminology. 99.4% BLEU across ja/ko/zh→en.

PriceCost Calculator

Real-time FX feeds (±0.01%), HS-code auto-classification, duty/tax computation, and margin modeling. Deterministic replay across rate changes.

RouteShipping Optimizer

Multi-carrier route optimization across 40+ corridors. Weight/dimension estimation, packaging selection, and carrier SLA ranking in <120ms P99.

StudioListing Generator

COMING SOON

LLM-powered copy generation with configurable tone, keyword injection, and platform-specific formatting (Shopify, WooCommerce, custom).

FlowBulk Processing

COMING SOON

Distributed job queue with configurable concurrency, rate limiting, retry policies, and webhook callbacks. Process 10K+ URLs per batch.

IntelCatalog Insights

COMING SOON

Anomaly detection across pricing, margin, and quality dimensions. Statistical outlier identification with configurable alerting thresholds.

Performance envelope.

Each primitive has a measured latency and quality bar. Cards and raw numbers live in the proof bundle.

Deterministic replay

Parse (fixture)

< 10 ms

Regression baseline from approved supplier HTML.

Real supplier pull

Parse (live)

< 80 ms

P50 on live supplier HTML — see the proof bundle.

Workspace setup

Console bootstrap

< 10 ms

Service account, API key, and webhook provisioned via Connect.

Independent fallback

Retry path

5 routes

All idempotent primitive routes recover after a simulated upstream failure.

"I built Turaxia because I ran a cross-border resale business and got tired of spending more time on data entry than on actually running the business. This is the tool I wished existed."

Yerzhan KaratayevFounder & CEO

"Turaxia automated the product listing workflow that used to take our team hours every day."

AyaCEO, JapanBox.kz

Every interface you need. MCP included.

REST, CLI, MCP, TypeScript SDK, and webhooks. One typed contract across every surface.

REST APIVersioned · OpenAPI 3.1
TypeScript SDKFull coverage
CLIBatch + ops workflows
MCP ServerAgent-native
WebhooksEvent-driven
CSV / ExcelBulk export
Google SheetsComing soon
REST APIVersioned · OpenAPI 3.1
TypeScript SDKFull coverage
CLIBatch + ops workflows
MCP ServerAgent-native
WebhooksEvent-driven
CSV / ExcelBulk export
Google SheetsComing soon

Start here

Documentation, benchmarks, and source.

Three surfaces, one contract

Call it from the shell, the SDK, or an agent.

curl
curl -X POST https://api.turaxia.com/v1/parse \
  -H 'Authorization: Bearer $TURAXIA_KEY' \
  -H 'Content-Type: application/json' \
  -d '{"sourceUrl":"https://www.gu-global.com/jp/ja/products/E357744-000/00"}'
TypeScript SDK
import { createTuraxiaClient } from '@turaxia/sdk';

const turaxia = createTuraxiaClient({ apiKey: process.env.TURAXIA_KEY });

const parsed = await turaxia.parse({
  sourceUrl: 'https://www.gu-global.com/jp/ja/products/E357744-000/00',
});

const quote = await turaxia.price.quote({
  productId: parsed.productId,
  destinationCountry: 'KZ',
});
MCP
# Claude Desktop / Cursor / any MCP-capable agent
{
  "mcpServers": {
    "turaxia": {
      "command": "npx",
      "args": ["-y", "@turaxia/mcp"],
      "env": { "TURAXIA_API_KEY": "${TURAXIA_KEY}" }
    }
  }
}

Primitives

The AI-Commerce OS, module by module.

GA

Parse

Confidence-aware DOM extraction. Shift_JIS, JS-rendered pages, variant matrices — all structured.

docs/modules/parse
GA

Localize

Commerce-tuned translation with domain glossaries for materials, sizing, and brand terminology.

docs/modules/localize
GA

Price

Real-time FX, HS-code classification, duty computation, deterministic replay across rate changes.

docs/modules/price
GA

Route

Multi-carrier route optimization, weight/dimension estimation, packaging selection across 40+ corridors.

docs/modules/route
GA

Connect

Workspace-isolated control plane for service accounts, API keys, webhooks, and module routing.

docs/modules/connect
BETA

Studio

LLM-powered copy generation with platform-specific formatting (Shopify, WooCommerce, custom).

docs/modules/studio
BETA

Flow

Distributed job queue with rate limiting, retries, and webhook callbacks. Batch scale.

docs/modules/flow
BETA

Intel

Anomaly detection across pricing, margin, and quality dimensions. Configurable alerting.

docs/modules/intel

Architecture

What ships today.

  • Module contractREST · SDK · CLI · MCP on every GA primitive
  • Release channelProduction, on a clean tracked tree
  • Embedding baselineMultilingual GTE (ONNX)
  • Parse-VL defaultFlorence-2
  • Workspace isolationEnforced via Connect

Maturity

What is generally available, in beta, and in private alpha.

GA

Parse · Localize · Price · Route · Connect · Console

Generally available. Used in production by customers today. Public pricing applies.

BETA

Studio · Flow · Intel

Available on Business and Enterprise plans while the contract stabilizes.

PRIVATE ALPHA

Commerce Runtime · Resolve

Offered through design-partner engagements only. Not on self-serve pricing.

Reproduce

Run the benchmarks yourself.

Every number we publish is linked to a card in the proof bundle and an exact command in the quickstart.