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AI agents + workflow automation, as one ecosystem

Operate at the speed of decision.

We architect holistic automation ecosystems that fuse reasoning AI agents with deterministic workflow engines — so the work that used to require a team of fifty runs while you sleep, accurately and at a fraction of the cost.

Book your Initial Automation Opportunity Chat See how we work
30 minutes. No deck.
You bring one painful process.
You leave with an automation map.
The hidden cost of how you operate today

Your team is doing software's job.

Every spreadsheet reconciliation, every email triage, every "let me copy-paste this from the portal into the ERP" — that's not work. That's a system you haven't built yet. The companies pulling away right now figured this out twenty-four months ago.

40–60%
of knowledge work is rule-based, repeatable, and automatable today.
Industry consensus, McKinsey + Deloitte 2024–2025
$2.6T
annual labor cost globally on tasks that AI agents can now perform reliably.
Goldman Sachs, generative AI productivity outlook
3×
throughput when workflow automation is paired with reasoning agents — vs. either alone.
Composite from UiPath, Microsoft, and Anthropic enterprise case studies

The mistake most companies make: they pick a side. They buy a workflow tool and end up brittle. Or they bolt on a chatbot and end up with theatre. The actual answer is an ecosystem. Spine and brain. Working as one system.

Our philosophy

The spine and the brain.

Workflow automation is deterministic — perfect for predictable, high-volume work. AI agents are adaptive — perfect for ambiguity, judgment, and edge cases. We architect both into one nervous system, and we let each do what it's actually good at.

Workflow Automation

The spine.

The deterministic backbone — moving data between systems, scheduling jobs, processing structured tasks at scale, with full audit trails. You know exactly what it will do, every time.

  • Power Automate — Microsoft 365-native flows and approvals
  • UiPath — Enterprise RPA, document understanding, attended bots
  • n8n / Make / Zapier — Mid-market integration fabric
  • Custom services — When the off-the-shelf tools end
Strengths: speed, predictability, auditability, cost-per-transaction.
AI Agentic

The brain.

Reasoning models that read context, make judgment calls, generate outputs, and operate across systems the way a competent human would — including computer use, document understanding, and conversation.

  • Claude (Anthropic) — Deep reasoning, computer use, sub-agents via MCP
  • Gemini (Google) — Multimodal, Workspace-native, long context
  • GPT & Operators (OpenAI) — Tool-rich agent runtimes
  • Vertical models — When a specialist outperforms a generalist
Strengths: judgment, language, ambiguity, novel inputs, conversation.

Workflow tools handle the spine: data movement, system integration, scheduled jobs, approvals.
AI agents handle the brain: understanding intent, making judgment calls, generating output, talking to humans.
Together, you get a system that scales like software but thinks like a person.

The ecosystem we orchestrate

We don't pick a tool. We architect the stack.

Every vendor will tell you their tool is the answer. They're each partly right. The actual unlock is choosing which tool does which job in your specific business — and wiring them together so the seams disappear.

The 2026 automation map
Workflow ←→ Agentic · Generalist ↑↓ Vertical
Workflow · Generalist
Power Automate Zapier Make n8n

Connects everything to everything. Cheap, fast, brittle when logic gets nuanced.

Agentic · Generalist
Claude Gemini GPT

Thinks across domains, handles language, reads docs, drives a browser. The general-purpose mind.

Workflow · Vertical
UiPath Automation Anywhere Blue Prism Workato

Enterprise-grade RPA with governance, document understanding, and auditability built in.

Agentic · Vertical
Copilot Studio Agentforce Glean Vertical SaaS agents

Pre-trained on a domain or a system of record. Fast wins where they fit, locked in where they don't.

Why we build holistic, not point-solution.

A point solution buys you a feature. An ecosystem buys you compounding leverage. When your CRM, your ERP, your data warehouse, your inbox, and your operations team all speak through the same orchestration layer — every new automation costs less, ships faster, and reuses what came before. That's where the real margin shows up.

Where we work

Built for the industries with the most to gain.

High-volume operations, heavy regulation, complex data, and human-intensive back offices. The industries where automation isn't a "nice to have" — it's the next decade's competitive moat.

The pain

Prior auths, claims, intake, and clinical docs eat clinical time.

Healthcare runs on paper-and-portal labor: faxed prior authorizations, eligibility checks, claim denials, scheduling pinballs, chart prep. Nurses and billers are doing software's work, and burning out.

What we automate
  • Prior authorization — agents read clinical docs, fill payer portals, track status, escalate denials
  • Claims & denial management — root-cause classification, auto-resubmission, payer-pattern intelligence
  • Patient intake & scheduling — insurance verification, document capture, conversational scheduling
  • Clinical documentation — ambient capture, structured note generation, coding assistance
  • Revenue cycle — eligibility, charge capture, AR follow-up, payment posting
Typical outcome: 50–70% reduction in admin labor on automated processes within 90 days.
The pain

Demand whips, margins compress, and the team is buried in vendor email.

Retail and e-commerce run on a thousand small decisions per day — replenishment, pricing, customer escalations, vendor approvals, returns. Most of them shouldn't need a human at all.

What we automate
  • Inventory & replenishment — demand forecasting, automated POs, exception-only escalation
  • Dynamic pricing & promotion — competitor-aware, margin-aware, governed by your rules
  • Customer service agents — Tier-1 resolution, returns, order changes, with clean handoff to humans
  • Vendor & supplier ops — onboarding, PO matching, dispute resolution, reconciliation
  • Marketplace & channel sync — listings, inventory, orders across Shopify, Amazon, retailers
Typical outcome: 2–4 points of margin recovered through better pricing, fewer stockouts, and lower CS cost.
The pain

Skilled people doing $20/hr work because no one's automated the seams.

Professional services firms — agencies, consultancies, B2B providers — burn senior bandwidth on contract review, invoicing, lead routing, status updates, and timesheet enforcement. Margins live in those seams.

What we automate
  • Lead intake & qualification — research, scoring, routing to the right owner with full context
  • Contract & document review — extraction, redlining, clause comparison, exception flagging
  • Project ops — status compilation, risk surfacing, cross-tool sync (Asana, Jira, Notion, Linear)
  • Billing & collections — invoice generation, AR follow-up, payment matching, dispute resolution
  • Knowledge & onboarding — agent-led answers grounded in your wiki, SOPs, and past projects
Typical outcome: 15–30% senior capacity returned to billable or strategic work within a quarter.
The pain

Close takes too long. Reporting is a black box. AP is a help desk.

Finance teams spend their best minds rolling up spreadsheets, chasing approvers, and reconciling between systems. The CFO wants insight; the team is doing data entry.

What we automate
  • AP automation — invoice capture, 3-way match, exception routing, payment release
  • AR & collections — dunning, payment matching, dispute triage
  • Month-end close — reconciliation agents, accrual prep, variance commentary
  • FP&A — model updates, forecast triangulation, exception alerts
  • Payroll — exception handling, multi-system sync, pre-run validation
Typical outcome: 3–5 days off the close and a finance team that finally does finance.
Cross-cutting capabilities

Where we move the P&L.

Four capability lines we deliver across every industry we serve. Each one is a place where most companies are bleeding margin without knowing it.

Streamlined Business Intelligence

Stop waiting on the data team for every question. We build agents that sit on top of your warehouse, your CRM, your ops systems — and answer questions in plain English with governed, audited SQL underneath.

  • Self-service analytics agents grounded in your data model
  • Automated daily/weekly briefs to the right stakeholders
  • Anomaly detection and proactive alerting
  • Forecast updates and variance commentary, drafted
Stack: Snowflake/BigQuery + dbt + LLM + workflow orchestration.

Eliminating Outsourced Labor

The work you've been sending offshore — data entry, document processing, Tier-1 support, back-office reconciliation — is exactly the work AI agents do well now. We replace it directly, with better SLAs, full audit trails, and 24/7 throughput.

  • Document processing & data entry agents
  • Tier-1 customer support with clean human handoff
  • Reconciliation, matching, and exception handling
  • Research, enrichment, and list building
Replaces: $40–80k/year FTE-equivalents at a fraction of the cost.

Payroll & HR Operations

Payroll runs are full of exceptions: timecard mismatches, PTO edge cases, multi-state tax quirks, contractor reclassifications. We automate the routine, route the exceptions, and pre-validate the run so issues never reach payday.

  • Time & attendance reconciliation across systems
  • Pre-run validation, variance flags, exception triage
  • Onboarding/offboarding orchestration end-to-end
  • Benefits enrollment and lifecycle automation
Integrates with: ADP, Gusto, Workday, Paylocity, BambooHR, Rippling.

Back Office Automation

Procurement, AP, AR, vendor onboarding, expense management, contract administration. The work that keeps the lights on but never gets attention. We make it run quietly in the background — and make finance a strategic function again.

  • Procurement & vendor onboarding (KYV, risk, approvals)
  • AP automation (invoice → match → approve → pay)
  • Expense management with policy-aware agents
  • Contract intake, classification, renewal tracking
Outcome: a back office that runs at 2–3× volume with the same headcount.
How we engage

From painful process to production system in 90 days.

We don't sell six-month discoveries. We sell working automations. Here's the rhythm we follow on every engagement.

  1. 01
    Week 1–2 · Diagnostic Sprint

    Find the highest-leverage process.

    We sit with your operators, time the actual work, map the systems, and quantify the savings. You get a ranked automation map — not a deck, a working document — showing what to automate first, second, and third, and what each is worth.

  2. 02
    Week 3–4 · Architecture

    Design the ecosystem, not the script.

    We choose the right combination of workflow engines and agents for your stack — Power Automate vs. UiPath, Claude vs. Gemini, where to use both — and design how they connect to your systems of record. Governance, security, and audit are designed in from day one.

  3. 03
    Week 5–10 · Build & Deploy

    Ship the first automation. Then the next.

    We build in production-shaped environments from week one, with humans-in-the-loop while confidence grows. By the end of the build phase, the first automation is fully live, the second is in pilot, and the third is in design.

  4. 04
    Week 11+ · Optimize & Scale

    Compound the gains.

    We instrument every automation, monitor for drift, and feed savings back into the next build. Most clients move from "first automation live" to "automation operating system" within two quarters.

90 days
From kickoff to first production automation
7–12×
Typical first-year ROI on a focused engagement
100%
Of work delivered with full audit, monitoring, and human override
Initial Automation Opportunity Chat

Bring one process.
Leave with a plan.

Thirty minutes. No pitch deck. You bring the most painful manual process in your business — we map what an automated version looks like, what it costs to build, and what it's worth to you. If we're not the right partner, we'll tell you who is.

  • ✓ 30 minutes, video or phone — your call
  • ✓ Strict NDA on request, before you share anything
  • ✓ A working automation map within 48 hours of the call
  • ✓ Zero obligation to engage further

We respond within one business day. Your details stay with us.

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