AI agents that execute real workflows

Our agents classify requests, pull context from ERP and business systems, check policies, route approvals, and update the systems of record. Governed and observable, with proof behind the claim: our flagship multi-agent deployment cut one client's analyst-hour cost by about 92%, verified and anonymized.

THE SERVICE

From workflow definition to a governed agent in production

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~92%

lower analyst-hour cost

Verified, anonymized outcome of our multi-agent spend-categorization system. About $4.6M saved per year.

6-20 wks

agent system delivery

Agent specs, tool integrations, evals, observability, and rollout.

Every build

human-in-the-loop on high-risk actions

Approval gates, source logging, and role-based access are standard, not add-ons.

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Have a workflow in mind?
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WHERE IT LANDS

Agent systems we build

Patterns proven in production, adapted to your workflow.

Multi-agent classification & data factories

Specialized agents split high-volume knowledge work into a governed pipeline: normalization, mapping, ambiguity routing, QA, with confidence scoring throughout.

Industries

Financial Services

Insurance

Healthcare

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The pattern behind our verified result

Vendor cleanup, category mapping, ambiguity routing, and QA review run as separate agents. Low-confidence records always route to human review.

Verified economics

Annual analyst-hour cost fell from about $5M to about $400K for an anonymized procurement-analytics organization.

Case study

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Multi-agent spend categorization

Exception & case-management agents

Agents that detect blocked work, explain the exception, recommend next actions, and route to owners, across ERP, CRM, and M365.

Industries

Financial Services

Insurance

Retail

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Ranked queues instead of inbox digging

The agent retrieves context, explains what's blocked and why, checks the applicable policy, and drafts the resolution for approval.

An operating layer, not another tool

Recommendations arrive in Teams and the systems people already use, with every action logged.

Case study

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AI-guided enterprise operations

Executive briefing & decision agents

Briefing agents compile KPIs, risks, explanations, and recommended actions from scattered operational data into leadership-ready summaries.

Industries

Financial Services

Manufacturing

Professional Services

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Decision-ready beats data-rich

Leaders get concise risk-and-action briefs with sources attached, instead of waiting on manual reporting.

Summaries you can check

Every claim in the brief links back to its source record. Client metrics pending.

Case study

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Executive decision briefings

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Scope your first agent in a workshop

WHAT'S INCLUDED

Everything a production agent needs

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Agent & workflow specification

Design


Task decomposition, tool inventory, policy rules, escalation paths, and success metrics, agreed before code.

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Tool & system integrations

Connect


Governed connections to ERP, CRM, M365, ticketing, and APIs. Least-privilege by default.

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Evaluation suite

Prove


Task-level evals and regression sets, run before and after every change. Quality gets measured, not assumed.

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Human-in-the-loop design

Govern


Approval gates for high-risk actions, review queues for low-confidence outputs, full audit logging.

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Observability & monitoring

Operate


Tracing, cost and latency dashboards, drift alerts, and incident runbooks.

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Rollout & enablement

Scale


Standardized delivery templates, QA gates, and training. The same practice that makes our own delivery 3X faster.

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Governed agents, delivered

IMPACT

What agent systems change

~92%

Economics

Lower analyst-hour cost in our flagship multi-agent deployment, anonymized and confirmed.

Routed

Move Work

Exceptions detected, explained, and routed to owners instead of waiting in inboxes.

HITL

Controlled

High-risk actions gated by human approval, with evidence logged for audit.

PROOF

Agents in production

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Spend categorization at 8% of the original cost

Five specialized agents replaced manual spend classification. About $4.6M/yr saved, review controls intact.

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Operations team got an AI operating layer

Context retrieval, blocker explanations, and recommended actions across ERP, CRM, and M365.

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Operations center went voice-first

Voice requests became structured cases with AI summaries and cleaner handoffs. Intake consistency without added headcount.

START A PROJECT

What workflow are you trying to improve?

That question starts every Avannte engagement. Not a platform pitch, not a maturity assessment. Tell us where work gets stuck and we'll scope a discovery call around that process, the systems behind it, and what production-ready means for your team.

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Trusted by enterprise teams

15+ enterprise clients across manufacturing, supply chain, finance, healthcare, retail, trading, and professional services.


Built on the Microsoft stack

We implement and extend the platforms your IT team already runs.

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Microsoft Dynamics 365

ERP and CRM implementation

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Microsoft Azure

AI, data, and integration architecture

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Microsoft 365

Copilot, Teams, and Power Platform

Call or email us directly. We reply within one business day.
Reach Us

New York, NY

info@avanntegroup.com
+1 (502) 341-7161

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