Production-Grade ML Models

AI Platform

Production-grade models and pipelines purpose-built for commerce intelligence, from demand forecasting to real-time fraud detection.

Model Zoo

Pre-trained, fine-tuned models for every stage of the commerce lifecycle.

Personalization
production
v2.1

Recommendation Engine

Correlates purchase history, browsing patterns, and social signals into ranked product suggestions for cross-sell and upsell across marketplaces.

Accuracy94%
Latency<50ms
Time Series
production
v1.8

Demand Forecasting

Projects product demand across Amazon, Walmart, and social channels. Accounts for seasonality, trend velocity, and influencer impact to keep inventory aligned with sell-through.

Accuracy89%
Latency<100ms
NLP
production
v3.0

Review-LLM

Processes customer reviews, social mentions, and creator content at scale. Surfaces sentiment shifts, recurring product issues, and competitive signals.

Accuracy96%
Latency<200ms
Optimization
production
v2.3

Pricing Optimizer

Computes competitive price points in real time across major marketplaces. Weighs competitor pricing, demand elasticity, and promotional calendars.

Accuracy91%
Latency<75ms
Computer Vision
production
v1.5

Image Recognition

Classifies products from marketplace listings and social posts. Detects attributes, brand marks, and quality defects for catalog operations.

Accuracy97%
Latency<30ms
Security
production
v2.0

Fraud Detection

Identifies fake reviews, suspicious seller behavior, and payment anomalies across marketplace transactions. Reduces chargebacks and preserves integrity.

Accuracy99.2%
Latency<25ms
Generative
beta
v1.2

Content Generator

Produces product descriptions, ad copy, and UGC-style content tailored to each marketplace and social platform. Adapts tone, length, and keywords per channel.

Accuracy92%
Latency<300ms
Computer Vision
beta
v1.0

Video Analyzer

Extracts product mentions, brand placements, and engagement signals from creator videos and social content. Maps visual trends across platforms.

Accuracy88%
Latency<500ms

Evals & Benchmarks

Every model ships with continuous evaluation against production data. Scores are refreshed on each training cycle.

Review-LLM v3.0

BrandBaazar Commerce Reviews (1.2M samples)

2026-04-04
Sentiment F1
96.1%+6.8
Baseline: 89.3%Higher is better
Entity Extraction
93.7%+8.5
Baseline: 85.2%Higher is better
Hallucination Rate
1.2%+7.2
Baseline: 8.4%Lower is better

Recommendation Engine v2.1

Cross-marketplace Interaction Logs (340M events)

2026-04-02
NDCG@10
94%+6.5
Baseline: 87.5%Higher is better
Hit Rate@20
91.3%+9.2
Baseline: 82.1%Higher is better
Cold Start Recall
78.6%+17.6
Baseline: 61%Higher is better

Pricing Optimizer v2.3

Real-time Pricing Feed (50+ marketplaces)

2026-04-06
MAPE
3.1%+4.7
Baseline: 7.8%Lower is better
Win Rate vs Competitor
91%+17.0
Baseline: 74%Higher is better
Margin Preservation
96.4%+8.4
Baseline: 88%Higher is better

Fraud Detection v2.0

Transaction Audit Corpus (28M transactions)

2026-04-05
Precision
99.2%+5.1
Baseline: 94.1%Higher is better
Recall
97.8%+6.5
Baseline: 91.3%Higher is better
False Positive Rate
0.3%+1.8
Baseline: 2.1%Lower is better

Pipeline Architecture

End-to-end ML infrastructure from ingestion to inference.

1

Data Ingestion

Real-time collection from 50+ marketplace and social sources

2

Feature Store

Automated feature engineering, versioning, and storage

3

Model Training

Continuous learning with managed AutoML pipelines

4

Real-time Scoring

Sub-100ms inference via distributed model serving

Explainability & Governance

Saliency Maps

Visual breakdowns of how each model arrives at its predictions, surfacing the features that matter most.

Bias Testing

Automated fairness evaluation across demographic and geographic segments before every deployment.

Model Governance

Full audit trails, versioned lineage, and compliance reporting for every model in production.

Platform Status

Status
Operational
Active Models
47
Avg F1 Score
0.924
Last Refresh
2 min ago
Real-time data freshness · Continuous drift monitoring · Optimal throughput

Foundation Models

Built on leading LLMs and generative AI providers.

OpenAI
OpenAI
Anthropic
Anthropic
Gemini
Gemini
Meta AI
Meta AI
Mistral AI
Mistral AI
Cohere
Cohere
Hugging Face
Hugging Face
Midjourney
Midjourney
Stability AI
Stability AI
Imagen
Imagen

Cloud & Inference

Deploy on any cloud. Run inference at any scale.

AWS Bedrock
AWS Bedrock
Azure AI
Azure AI
Google Cloud AI
Google Cloud AI
Oracle Cloud
Oracle Cloud
NVIDIA
NVIDIA
Groq
Groq
Together AI
Together AI

Video & Creative AI

Generate product videos, UGC content, voiceovers, and creative assets at scale.

Runway
Runway
ElevenLabs
ElevenLabs
HeyGen
HeyGen
Synthesia
Synthesia
Canva
Canva
Adobe Firefly
Adobe Firefly

Data Integrations

Connect directly to your existing data and deployment stack.

Python SDK
Python SDK
Snowflake
Snowflake
BigQuery
BigQuery
Databricks
Databricks
Apache Kafka
Apache Kafka
GraphQL
GraphQL
Docker
Docker