WSTAR AI Solutions

Engineering Agentic AI for Industrial & B2B Workflows.

We engineer bespoke, autonomous operational agents that eliminate massive administrative bottlenecks for scaling mid-market B2B enterprises. Driven by advanced Mechatronics Engineering principles, we build physics-aware AI systems that inherently understand complex manufacturing constraints, supply chain logistics, and strict engineering tolerances.

Request a Custom SandboxExplore a Value Validation Sprint
Mechatronics AI Core 100% Deterministic
0.00mmParametric Tolerance Delta
< 1.8sRFQ Normalization Latency
2,400+Reclaimed Hours / Desk / Yr
1-ClickHuman-in-the-Loop Signoff
PROTOCOL: AIR-GAPPED ERP BRIDGEZERO HALLUCINATION
Core Differentiator: Mechatronics Engineering

About WSTAR AI Solutions

WSTAR AI Solutions is a specialized technical initiative operated by WSTAR Technologies. We engineer bespoke, autonomous operational agents that eliminate massive administrative bottlenecks for scaling mid-market B2B enterprises. Driven by advanced Mechatronics Engineering principles, we do not just write code—we build physics-aware AI systems that inherently understand complex manufacturing constraints, supply chain logistics, and strict engineering tolerances. By replacing manual data entry with deterministic Agentic AI, we help distributors, manufacturers, and service teams reclaim thousands of engineering hours and stop unworked pipeline leakage.

Request a Custom Sandbox

Physics-Aware Intelligence

Unlike generic LLMs, our agents validate material grades, ASME/ISO standards, thread tolerances, and pressure ratings.

Pipeline Leakage Elimination

Stop leaving high-value multi-line RFQs unquoted. Turn chaotic inbound requests into verified quotes in seconds.

Enterprise Isolation

Zero training on public models. Deployed behind secure, air-gapped middleware with role-based founder access.

Our Specialized AI Services

Deterministic, physics-aware autonomous agents designed specifically for mid-market manufacturing, industrial distribution, and technical service enterprises.

Deterministic Pipeline • Production Ready Active Inbox Sandbox

1. Autonomous Procurement & Sales Agents

Our procurement agents sit directly in front of your sales inbox to autonomously process chaotic, unstructured customer purchase orders and RFQs.

Instant Extraction

The agent reads multi-line emails and messy PDFs, extracting critical technical metadata into a clean, normalized structure.

Parametric Substitution Logic

If a customer requests a component that is out-of-stock, the agent autonomously queries your live database to find a functionally identical substitute with matching dimensions or engineering specifications.

Autonomous Execution

In seconds, the system drafts a highly professional, contextual reply email confirming stock availability and gracefully offering parameter-backed substitutes, requiring only a single human click to approve.

Proprietary Context • Vector Grounded Multi-Tier Indexed

2. B2B Support & Knowledge Retrieval (RAG) Agents

Stop forcing highly paid engineers to act as a manual help desk. We build context-aware Retrieval-Augmented Generation (RAG) agents trained exclusively on your proprietary internal data.

Enterprise-Grade Accuracy

Deployed securely to index your specific technical manuals, standard operating procedures, or historical support tickets.

Autonomous Triage

Acts as a tier-one support engineer for external clients or an internal encyclopedic assistant for your staff.

Capacity Protection

Rapidly deflects repetitive manual queries, instantly retrieving complex technical answers so your human workforce can focus on high-value problem-solving.

The "Show, Don't Tell" Prototype Gallery

Visual proof over abstract claims. Watch 90-second Loom recordings demonstrating our sandbox environments autonomously resolving complex industrial workflows.

Autonomous Procurement Agent Sandbox (90s)
Loom • 90s Recorded Sandbox
WSTAR LogoAI SANDBOX
RAW INBOX STREAM // Unstructured RFQ EmailRAW INPUT
Subject: Urgent Quote Request: 14x Hydraulic Valves & Couplings
From: procurement@apex-manufacturing.com (Attachments: RFQ_PO_Scan.pdf)
"Hi Team, we need 14 units of part #HYD-VLV-400A by next Friday for our line overhaul. If not in stock, what is a compatible high-pressure valve that fits the same 3/4" flange without drilling? Please confirm ASAP."
> Ingesting RFC 822 stream... 14x HYD-VLV-400A [OUT OF STOCK]
NORMALIZED AGENT WORKSPACE // Parametric JSON & DraftDETERMINISTIC
"extracted_metadata": {
  "target_sku": "HYD-VLV-400A",
  "qty": 14,
  "substitute_sku": "HYD-VLV-400B-SS",
  "dimension_match": "Exact 3/4in Flange (0.00mm delta)"
},
> Drafted Contextual Reply Generated:
"Dear Apex Team, HYD-VLV-400A is currently on backorder, but we have 22 units of the 100% parameter-backed HYD-VLV-400B-SS in stock for immediate dispatch tomorrow..."
✓ 1-CLICK HUMAN APPROVAL READY
00:00 / 01:30
Hero Demonstration • 90-Second Walkthrough

Autonomous Procurement Agent Sandbox (90s)

Watch our completed Autonomous Procurement Agent process an unstructured multi-line RFQ from an industrial customer, cross-reference live ERP inventory, find a parametric substitute, and draft an approval-ready reply in real time.

The agent normalizes messy data into a clean JSON structure and autonomously drafts a highly professional, contextual reply email.
Autonomously queries live database to find a functionally identical substitute with matching dimensions or engineering specifications.
Requires only a single human click to approve before sending directly from the existing sales inbox.

Explore a Value Validation Sprint

A focused, two-week engagement to demonstrate deterministic accuracy against a sanitized slice of your actual ERP data and inbox flow.

Phase 1 • Days 1 – 4

Workflow Ingest & Constraint Modeling

Our Mechatronics Solutions Architect models your unique engineering tolerances, catalog parameters, and ERP schema. We sanitize and ingest sample RFQ emails and PDF drawings.

Deliverable:Custom Schema Normalizer & Parametric Constraint Matrix
Phase 2 • Days 5 – 9

Sandbox Deployment & Live Simulation

We spin up an isolated, air-gapped agent sandbox running the autonomous inbox listener, live parametric substitution, and 1-click human approval pipeline.

Deliverable:Private 90-Second Walkthrough Video + Interactive Sandbox Environment
Phase 3 • Days 10 – 14

Benchmarking & Production Roadmap

Side-by-side audit comparing agent extraction accuracy, substitution fidelity, and response speed against your team's historical baseline.

Deliverable:Deterministic ROI Audit & Full Production Integration Plan

Ready to Validate Autonomous Execution?

Zero disruption to your day-to-day operations. No production write access needed. Submit your workflow bottleneck to initiate a validation sprint.

Request a Custom Sandbox

Replace manual quoting, data entry, and help-desk friction with deterministic Agentic AI. Share your bottleneck below for rapid asynchronous evaluation.

"Submit your workflow bottleneck, and our Solutions Architect will deliver a custom 90-second sandbox prototype demonstrating the autonomous resolution directly to your inbox."

Explore a Value Validation Sprint