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Aperture Ai Integration

Ai INTEGRATION
Built for How You Actually Operate.

Most businesses have the data. Most businesses have the tools. What they're missing is someone who understands where the company is in its life cycle — and knows exactly how to wire it all together.

Agent Operations Daily Dashboards Ecosystem Design Workflow Automation Human-in-the-Loop Not One-Size-Fits-All

What We Do

Agent Operations
is the Next Layer.

SaaS gave businesses tools. Ai gives those tools intelligence. Agent operations is what comes next — deploying semi-autonomous systems that run reporting, dashboards, and workflow logic on a defined schedule, without anyone pulling a number by hand.

We don't sell software. We design, build, and operate the Ai ecosystem your business needs right now — connecting your existing data systems, identifying the right tools, and building agents that make your team faster and more focused.

Every business is at a different stage. Every engagement is scoped to exactly where you are.

Fast, Accurate Reporting

Daily dashboards and automated reports built from your current data systems — delivered on schedule, formatted for decision-making, without manual assembly.

Ecosystem Design

We identify the tools that fit your stack, your team, and your workflows — then map how they connect to create a coherent, scalable Ai foundation.

Agent Operations Support

Ongoing monitoring, maintenance, and evolution of your deployed agents — so your systems stay current, accurate, and aligned with your business as it grows.

The Aperture Difference

20+ Years of Operating Experience.
Now Applied to Ai.

Anyone can recommend a tool. Very few can walk into a business, understand its life cycle stage, diagnose where the inefficiencies live, and build Ai systems that actually fix them.

Life Cycle Awareness

Pre-revenue, scaling, or pre-transaction — each stage demands a different architecture. We scope every integration to where your business actually is, not where a template assumes it should be.

Finance-First Design

With 18+ years in finance, accounting, and PE-backed operations, we build Ai systems grounded in financial reality — not marketing dashboards. Your data drives decisions, not optics.

We Build What We Sell

Jim — our own semi-autonomous Ai accounting agent — runs in production today. We don't advise on Ai theory. We build it, operate it, and iterate on it constantly. That's the foundation you're hiring.

From Discovery
to Live in Weeks.

The initial build is a fixed-scope project — billed as key milestones are achieved. After go-live, we shift to agent operations support: ongoing monitoring, maintenance, and evolution of your deployed systems.

Week 1

Discovery & Systems Audit

We map your existing workflows, data systems, reporting needs, and team structure. We identify where manual effort is eating time and where Ai can deliver the highest immediate leverage. This is where your business logic becomes the blueprint.

Week 1–2

Ecosystem Design & Tool Selection

We identify the tools that fit your stack — cloud infrastructure, Ai models, API connections, scheduling, storage, and delivery systems. We design the architecture before a single line of code is written, so the build has a clear foundation.

DigitalOcean · Claude · QuickBooks API · OAuth · Notion

Weeks 2–6

Build & Integration

Scripts, agents, and automations are built to your specific chart of accounts, business logic, entity structure, and reporting preferences. API connections established. Schedules configured. Human approval layers built in by design — not as an afterthought.

Go Live

Deployment & Agent Operations

Systems go live on your dedicated cloud infrastructure. Reports start arriving. Agents begin operating on cadence. We transition to agent operations support — monitoring, evolving, and maintaining your Ai ecosystem as your business grows and demands change.

Built on Infrastructure
That Doesn't Fail.

We work with a defined, production-tested stack — not whatever's trending. Every tool is chosen for reliability, security, and its ability to integrate cleanly with your existing systems.

Cloud Infrastructure

DigitalOcean

Dedicated servers with 99%+ uptime. Never dependent on a local machine. Scales flat as client count grows.

Ai Intelligence

Claude & Grok

Production-deployed Ai models for analysis, generation, and agent reasoning — selected by task, not by default.

Accounting Integration

QuickBooks API

Certified QuickBooks developer with direct API access. Read/write to the GL without manual exports or CSV uploads.

Authentication

OAuth + REST APIs

Secure token management, auto-refresh, and per-client credential isolation. No shared access, no manual re-auth.

Development

VS Code + Claude Code

Purpose-built scripts, version-controlled in private repositories. Full rollback capability for every client.

Scheduling

Cron Automation

All reports and agent processes run on defined schedules. No manual trigger. No missed deadlines.

Workspace & Delivery

Notion + Calendly

Client-facing documentation, onboarding workflows, and scheduling — structured for clarity and fast handoff.

Data Isolation

Per-Client Architecture

Every client's data, scripts, and state files are isolated. No cross-contamination. Scales from 1 to 50+ clients without architectural changes.

The stack isn't the product.
The judgment behind it is.

Tools change. What doesn't change is the ability to look at a business, understand where it is in its life cycle, and know which combination of tools will actually move the needle. That's 20+ years of operating experience applied to Ai — and it's not something a software vendor can replicate.

20+

Years Operating

Proof of Concept

Live in Production

Meet Jim.
Our Ai in Action.

Jim is Aperture's semi-autonomous Ai accounting close agent — and the clearest demonstration of what agent operations looks like in practice. We built Jim. We run Jim. And Jim works for our clients.

The infrastructure behind Jim was designed from day one for scale and security. Each client operates within their own isolated data partition — Jim feels like a dedicated employee of your business, focused entirely on your accounts. At the same time, every new capability or improvement committed to Jim's scripts becomes available across all clients. Every client makes Jim smarter. Every client benefits from that intelligence.

See the full Aperture FinTech platform →

Client-Isolated Architecture

Each client's data, state files, and credentials live in a dedicated partition. Jim runs independently for each business — no cross-contamination, no shared ledger access.

Shared Intelligence Model

Every client request and improvement gets committed to Jim's core scripts. The network effect is real — every engagement makes Jim more capable for everyone.

Human Approval by Design

Zero entries post to the general ledger without human review. Jim prepares. Humans decide. That's not a limitation — that's the architecture.

Scales to 13+ Entities

Multi-entity architecture built in from the start. Each entity runs its own independent close with isolated ledger accounts, document numbering, and state tracking.

Engagement Model

Scoped Build.
Then Ongoing Ops.

A fixed-scope project gets you live. Agent operations support keeps you current.

Phase 01 · Initial Build

Scoped Project Engagement

A defined scope, a fixed fee, billed as key milestones are achieved. The initial build covers discovery, ecosystem design, full integration, and deployment — with a clear deliverable at every stage.

Systems audit & workflow mapping
Tool selection & ecosystem architecture
Agent build & API integrations
Cloud deployment & schedule configuration
Human approval layer built in by design

Timeline: 2–6 Weeks · Milestone-Based Billing

Phase 02 · Ongoing Support

Agent Operations Support

After go-live, your agents need to stay current, accurate, and aligned with your business. Agent operations support is a retained monthly engagement covering monitoring, maintenance, and evolution of your deployed systems.

Ongoing agent monitoring & performance review
Script updates as your business logic changes
New capability development & deployment
Data system integration management
Scoped to exactly what your operation requires

Retainer · Scoped to Your Needs

Get Started

Ready to Build
Your Ai Foundation?

Every engagement starts with a conversation about where your business is and what Ai can realistically do for it right now. No template. No generic roadmap. Just an honest assessment and a plan built for your operation.

Book a Discovery Call Email Us Directly

No retainer required to start. Scoped to exactly what your business needs.

Ai INTEGRATIONBuilt for How You Actually Operate.