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AI Agents for Manufacturing

Production AI agents and managed IT for manufacturers — built for the line between the plant floor and the back office. We automate the document, reporting, and reconciliation work that runs your operation, and keep the OT/IT estate monitored and secure.

Tekscape builds production AI agents and provides managed IT for manufacturers in the NYC and New Jersey metro area. We connect the systems a manufacturer already runs — ConnectWise, Microsoft 365, QuickBooks, custom APIs, and the plant network — and deploy hardened agents that handle supplier and purchase-order intake, turn live production data into scorecards, reconcile vendor invoices, and answer SOP questions, while we monitor and secure the OT/IT environment across the floor and the office. Every agent ships on a six-week pilot-to-production path, backed by 18+ years of enterprise IT led by CCIE-certified veterans, and we run the same agents on our own operations first.

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The work between the floor and the back office is still manual

Manufacturing has invested heavily in the plant itself — IIoT sensors, automation, machine data. But the operational work that surrounds production is still done by hand: supplier emails and purchase orders typed into the ERP, weekly reports rebuilt in Excel from a legacy system, vendor invoices checked line by line, and work instructions buried in PDFs no one can search. That work is where time leaks and errors creep in, and it runs on the IT side of the OT/IT divide that most plant-automation projects never touch.

At the same time, connecting the plant network to the cloud widens the attack surface. The same environment that gives you real-time monitoring and analytics also needs the OT and IT sides kept properly segmented, patched, and watched 24/7 — not as an afterthought, but as a condition of running smart-factory technology safely.

Tekscape addresses both. We deploy production AI agents into the operational workflows around production, and we run the managed IT and security underneath them — endpoint compliance, network visibility, and incident response across the floor and the office. Not demos: agents connected to live systems, hardened and monitored, on a repeatable six-week path.

What the agents do for manufacturers

Each of these connects to systems you already run and ships on the six-week pilot-to-production path — Discovery & Design, Prototype & Validate on live data, then a hardened, monitored Production Deployment.

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Supplier & Purchase-Order Intake Agents

Inbound supplier emails, POs, and order confirmations arrive as unstructured documents and get keyed in by hand. An intake agent reads each email and attachment, extracts the fields that matter, validates them against your business rules, and routes the record to the right system.

What it does

✓Reads inbound documents and emails and extracts structured fields

✓Validates each record against your rules before it lands in a system

✓Routes orders and confirmations into ERP, ConnectWise, or QuickBooks

✓Notifies the team in real time and keeps an audit trail on every record

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Production & Operations Reporting Agents

Smart-factory technology generates large volumes of data, but the reports that leadership actually reads are often rebuilt by hand each week from a legacy system. A reporting agent pulls straight from your systems and produces the scorecards and executive summaries on demand instead of by hand.

What it does

✓Turns live operational data into dashboards, scorecards, and reports

✓Generates them on demand in the formats people already use

✓Replaces the manual weekly rebuild with a live data layer

✓Surfaces anomalies in the numbers instead of waiting for a person to spot them

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OT/IT Security & Compliance Monitoring

Connecting the plant to the cloud widens the attack surface across both operational and IT systems. Continuous monitoring agents enforce policy and surface violations across the estate, backed by managed security, 24/7 incident response, and compliance audit support.

What it does

✓Monitors endpoint and device compliance across floor and office

✓Correlates threat signals across SentinelOne, ThreatLocker, and Auvik

✓Flags policy violations and collects evidence for compliance audits

✓Backed by 24/7 incident response and security awareness training

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Vendor & Invoice Reconciliation Agents

Manufacturers buy from a wide supplier base, and overcharges and billing drift hide in volume. A reconciliation agent compares invoices, contracts, and payments across systems to surface the discrepancies and leakage that manual review routinely misses.

What it does

✓Reconciles invoices, contracts, and payments across multiple systems

✓Surfaces billing discrepancies and revenue leakage manual review misses

✓Flags renewals and price changes before they compound

✓Keeps an audit trail on every finding

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SOP & Work-Instruction Assistants

Process knowledge and work instructions live in scattered documents and in a few people's heads. A RAG-powered assistant trained on your SOPs, policies, and product data answers questions and guides employees through procedures — consistently and always current.

What it does

✓Answers questions from your SOPs, policies, and product documentation

✓Gives consistent, always-current answers instead of tribal knowledge

✓Guides employees through complex procedures step by step

✓Integrates with Microsoft 365, Teams, or your internal portal

Why manufacturers work with Tekscape

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We run these agents on our own operations

Before we deploy an agent for a client, we run it on ourselves. Tekscape's own finance, vendor, security, and delivery operations are powered by production agents — so when we say six weeks to production, it's because we've done it on our own operations first.

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We know the OT/IT divide

AI needs infrastructure, security, and integration to work. We bring all three — 18+ years of enterprise IT led by CCIE-certified veterans — so agents connect to live ERP, M365, and plant systems, and the network underneath them stays segmented and monitored.

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Outcome-first, not hype-first

Every engagement starts with a measurable target — hours saved, errors eliminated, leakage recovered — and works backward to the architecture. Production agents connected to real systems, not sandbox demos.

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Microsoft Cloud Solution Provider

As a Microsoft CSP, we deploy and customize Microsoft 365 Copilot agents and cloud workloads on Azure for manufacturers, and we provide the 24/7 managed IT and support that keeps the whole environment running.

Let's get started

Built for Manufacturing.

We understand the regulatory and operational realities of the manufacturing. Let's talk about how Tekscape fits.

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FAQ

Frequently asked questions

What does Tekscape actually build for a manufacturer?

Production AI agents deployed into the operational work around the plant: supplier and purchase-order intake agents that read documents and route them into your systems, reporting agents that turn live production data into scorecards on demand, OT/IT security and compliance monitoring, vendor and invoice reconciliation agents that surface billing leakage, and SOP assistants trained on your work instructions. Alongside the agents we provide the managed IT and 24/7 support underneath them.

How fast can you get to production?

Pilot to production in six weeks. Weeks 1–2 are Discovery & Design, where we map your highest-cost manual workflows and deliver an AI Opportunity Blueprint. Weeks 3–4 are Prototype & Validate, building a working agent in your environment connected to live systems and tested against real data. Weeks 5–6 are Production Deployment — hardened, security-reviewed, and monitored.

Can your agents connect to our ERP and plant systems?

Yes. We specialize in connecting AI to the systems a business already runs — ConnectWise, Microsoft 365, QuickBooks, Salesforce, Azure, and custom APIs — with production connections, not sandbox demos. We started in enterprise IT, so integration, infrastructure, and security come standard rather than as an afterthought.

Do you handle security across both the plant floor and the office?

Yes. Connecting the plant to the cloud widens the attack surface across operational and IT systems, so we provide continuous monitoring, managed security, 24/7 incident response, compliance audit support, and employee security awareness training across the OT/IT environment — with endpoint and device visibility through tools like SentinelOne, ThreatLocker, and Auvik.

What's the first step?

Book a free AI Outcomes Session. In about 45 minutes we map your top workflow candidates to AI solutions, estimate the ROI, and give you a clear path from pilot to production. No commitment and no sales pitch — just outcomes. Tekscape is at 131 West 35th Street, 5th Floor, New York, NY 10001, serving the NYC and New Jersey metro area; (855) 835-7227.