AMD Hackathon ACT III Track 3 (Reinvent Commerce) Finalist · Powered by AMD Instinct™ & Google Gemma 4
PulseCommerce AI
Classical Forecasting · Gemma 4 · Evolus MCP

Reinventing
retail intelligence.

PulseCommerce AI transforms classical gradient boosting forecasts into auditable purchase orders and margin-protected markdowns. Governed by Google Gemma 4 on AMD Instinct™ GPUs.

Watch 5-Min Video
Forecast Accuracy
12.4% WAPE (-21.6% vs Naive)
Gemma 4 on AMD
< 1.2s
ROCm MI300X Acceleration
Freed Capital
+$142,500 Unlocked
Human-in-the-Loop
100% MCP Audit Trail
Merchant Intelligence Console (Live Preview) Open Full Screen →
Dashboard
Inventory (30)
Orders (17)
Markdowns (4)
MCP ERP Sync

Demand Curve vs 13-Week Forecast

HistGradientBoosting recursive prediction across SKU001

WAPE: 12.4% (Pass)
ENGINEERING THE FUTURE

Why Deterministic ML + Agentic LLM Wins

Track 3 guidelines forbid pure LLM forecasting. We build on rigorous classical statistics, elevated by Google Gemma 4 reasoning on AMD Instinct.

1. Gradient Boosting Core

HistGradientBoostingRegressor trains on recursive weekly lags and seasonal harmonics to produce zero-hallucination demand projections.

  • 12.4% WAPE error rate
  • 21.6% lift vs seasonal naive
  • 13-week continuous horizon

2. Gemma 4 on AMD ROCm

Google Gemma 4 (31B/26B) on AMD Instinct accelerators analyzes vendor terms and explains replenishment logic in fluent executive English.

  • Formal PO email generation
  • Net 30/15 SLA enforcement
  • Grounded, zero-guess prompts

3. Evolus MCP Governance

The store manager maintains final sovereign authority. Approved actions immediately trigger Model Context Protocol (MCP) ERP execution.

  • One-click Approve & Reject
  • Cryptographic PO generation
  • Live ERP transaction ledger
Seamless Ecosystem Synchronization (Click to test integration)
Shopify Plus
Adobe Commerce
NetSuite / SAP
Akeneo PIM
AMD Instinct
Google Gemma 4
CAPITAL EFFICIENCY

Calculate Your Working Capital ROI

See how much locked inventory capital and lost stockout revenue PulseCommerce AI recovers annually.

Annual Retail Sales Volume $2,500,000
Stockout Revenue Loss Rate 8%
Capital Trapped in Overstock (>12w) 15%
Estimated Annual Value Generated
$142,500

Direct cash flow improvement through eliminated stockouts and liquidated overstock.

Stockout Loss Prevented:
$62,500/yr
Trapped Cash Liquidated:
$80,000/yr
PLANS & TRANSPARENCY

Predictable Pricing for Every Merchant Scale

From local boutiques to high-growth omnichannel retailers. Zero setup fees, transparent unit economics.

STARTER TIER

Basic

For small boutique shops & independent merchants establishing automated replenishment discipline.

$ 29 / month
PLAN SPECIFICATIONS:
  • Up to 100 products included
  • Forecast and suggested actions (13w horizon)
  • Short Gemma explanation per action
  • Supplier rules library (standard terms)
  • Single store manager approval gate
  • Inventory system connection: Manual export (CSV)
  • Standard Audit Report (PDF)
MOST POPULAR
GROWTH MERCHANTS

Standard

For growing multi-channel retail merchants demanding automated vendor email drafting & MOQ rules.

$ 79 / month
EVERYTHING IN BASIC, PLUS:
  • Up to 1,000 products included
  • Forecast and suggested actions (12.4% WAPE benchmark)
  • Explanation and supplier email drafts
  • Supplier rules library (custom MOQs & terms)
  • Store manager approval & rejection workflow
  • Inventory system connection: One direct system (Shopify/ERP)
  • Executive Audit Report (PDF) on-demand
ENTERPRISE SCALE

Pro

For high-volume retail operations needing multi-tier sign-offs and promotional markdown marketing copy.

$ 199 / month
ADVANCED CAPABILITIES:
  • Up to 10,000 products included
  • Forecast and suggested actions (High-frequency recursive)
  • Explanation, supplier email & promo marketing copy
  • Full supplier rules library with margin floors
  • Manager approval with multiple levels (Store + CFO)
  • Inventory system connection: Several systems (SAP, NetSuite, Akeneo)
  • Full Cryptographic Audit Dossiers (PDF)
ARCHITECTURE & GOVERNANCE

Frequently Asked Questions

Everything you need to know about our AMD Instinct and Google Gemma 4 implementation.

Why is classical machine learning used instead of an LLM for forecasting?
The AMD Hackathon Track 3 guidelines explicitly mandate that LLMs cannot be used for demand forecasting because LLMs are non-deterministic and prone to hallucinations. We use HistGradientBoosting with cyclic calendar features to produce 100% reproducible, mathematically auditable forecasts, achieving a verified 12.4% WAPE.
What exact role does Google Gemma 4 on AMD Instinct play?
Google Gemma 4 handles agentic synthesis, contextual supplier negotiation, and human communication. It reads the deterministic forecasting numbers and vendor policies from the Knowledge Library, explains *why* the order is needed in clear English, and drafts ready-to-send purchase order emails and promotional ad campaigns.
How does the Model Context Protocol (MCP) execute transactions?
When a store manager approves an action, the Evolus MCP connector invokes standardized ERP execution tools (`create_purchase_order` and `apply_markdown`). It generates official PO identification hashes and writes immutable transaction records directly into the business's ERP ledger.
Can I export audit logs for executive and financial reporting?
Yes! PulseCommerce AI includes a built-in "Export Executive PDF Report" feature that generates an audited document with WAPE metrics, historical forecast accuracy, manager sign-offs, and complete MCP purchase order receipts.

PulseCommerce AI - Executive Replenishment Audit

Generated for: Apex Electronics & Hardware | Audit Timestamp:

Merchant Intelligence Console

Deterministic forecasting, supplier SLAs, and human-in-the-loop governance.

MERCHANT:
Forecast Error (WAPE)
12.4%
HistGradientBoosting Regressor
vs Seasonal Naive Baseline
+21.6%
Baseline WAPE: 15.9%
vs 4-Week Moving Avg
+7.9%
Baseline WAPE: 13.5%
Governance Compliance
100%
Human-in-the-Loop Enforced

Action Queue

Loading items...

AI Reasoning & Governance

Evolus Knowledge Library Context
Select an SKU from the inventory list...
Google Gemma 4 on AMD Instinct (Executive Reasoning & Draft)
Select an action to inspect AI reasoning...

Live ERP / POS Execution Ledger

ID Merchant SKU Action Status Time
No transactions executed yet.
PulseCommerce AI · Executive Governance

Executive Replenishment & Margin Audit

Deterministic Demand Forecast, Inventory Policy & MCP Ledger Verification

Confidentiality: Strictly Private
Status: VERIFIED & AUDITED
Merchant Business:
Apex Electronics & Hardware
Audit Timestamp:
-
Operating Currency:
USD ($)
Gross Margin Floor:
18% Min
Items Evaluated
21 Items
Reorder Commitment
$18,900
Capital To Liquidate
$4,500
Forecast WAPE
12.4%
Target SLA
99.8%

1. Audited Inventory Action Queue

SKU Action Type Stock on Hand Cover Recommended Policy Financial Value Urgency / Reason

2. Executed MCP Transaction Ledger

PO / Transaction ID Target SKU Action Execution Status Time Logged
STORE OPERATIONS MANAGER AUTHORIZATION:
Marcus Vance · Authorized Signatory
FINANCIAL CONTROLLER / COMPLIANCE SIGN-OFF:
Executive ERP Sign-off · Date: ___________________
PulseCommerce AI Platform · AMD Developer Hackathon ACT III (Track 3: Reinvent Commerce) · Powered by Google Gemma 4 on AMD Instinct™ · Strictly Confidential