Superintelligence to elevate the potential of every company.

We design, deploy and operate AI agents built into your systems to cut operating costs, gain efficiency and produce a measurable return from the first process.

See how

We take artificial intelligence from the pilot into the operation. We implement agents that serve, sell, collect and run internal processes, so your company works at a lower cost, with greater efficiency and a return you can measure.

Customer Service: Lower cost per interaction, with resolution across every channel and escalation to specialists.
Sales & Revenue: Higher conversion with steady follow-up on every prospect and support for the sales team.
Finance & Collections: Portfolio recovery with reminders, payment agreements and automated reconciliation.
Operations & Logistics: Demand planning, forecasts and production scheduling, with inventory and orders up to date.

A complete implementation, from the audit to a governed operation.

Assembly comes from assembling: we enter your operation, understand how it works and integrate it with AI in a single governed architecture.

Cost diagnosis

Customer service $4.2M
Collections $3.1M
Demand planning $2.4M
Back office $1.5M

Audit

We review systems, data and processes to find where AI saves the most, and at what risk.

Integration

We connect your systems of record through APIs, MCP and connectors, without migrations or replacements.

Commercial

Customer service

Finance

Credit policy v3

Knowledge base

Knowledge

We consolidate policies, procedures and your specialists’ experience in a base with versions and owners.

Agent

Classifies the request

Collections

Owner

Approves exceptions

Outside policy

SAP

Records the agreement

Within policy

Processes

We define each flow: what the agent executes, what a person decides and which metric measures it.

Approval request · Collections agent

Payment agreement outside policy

Client: 4821
Proposal: 3 payments of $18,400

Owner

Approved

Supervision

Every agent has an owner. Critical flows go through approval and every action is recorded.

Limits per agent 12 active rules
Content filter Spam and malicious messages
Encrypted credentials No access for models
Audit log Every action and approval

Guardrails and security

Limits per agent, content filters, encrypted credentials and a full audit from day one.

Method

We focus on results. The method is built from them.

Each stage exists to move a number agreed with leadership, and the next one starts only once that number has moved.

01
Baseline

We measure cost, volume and cycle time as the process runs today, before changing anything.

Measured by Cost and time per operation
02
Target

We agree with leadership on the metric that defines success and the goal to reach.

Measured by Committed savings or revenue
03
Pilot

One high-impact process in operation within weeks, compared with its baseline.

Measured by Result against the baseline
04
Scale

We extend only what proved a return, on the same architecture and governance.

Measured by Return by area and process

Enterprise-grade governance from the first agent.

Your company’s information is protected at every layer: where it runs, who can access it, what each agent can do and how it is audited.

Clouds: Google Cloud AWS Azure
Models: OpenAI Anthropic Gemini Llama

Deployed in your cloud: Inside your perimeter on Google Cloud, AWS or Azure, or on our managed infrastructure.
Encrypted credentials: Access to your systems is stored encrypted and never exposed to users or to models.
Roles and permissions: Each user sees and operates only what their role allows. Permissions are checked on the server.
Limits per agent: Explicit instructions for what each agent must not do, with escalation to an owner.
Security filter: Automatic detection of spam and malicious content before it reaches your agents or your team.
Full traceability: Every conversation, action, source consulted and approval is recorded for audit.

Aggregate figures from the agents operating with our clients today.

Measurable return in the operation.

500+: AI agents operating inside companies across different industries.
88%: of interactions are resolved autonomously, without a person stepping in.
30M+: interactions processed across service, sales and collections channels.

Customer Support Manager · Vianney See case studies

Experience in high-volume operations.

Telecommunications

Activations, technical support and retention with the full history of every account.

Retail and ecommerce

Assisted sales, order tracking, returns and cart recovery across every channel.

Operations

Demand planning, inventory and orders integrated with the supply chain.

Catalog sales

Enrollment, orders and collections for commercial networks of thousands of sellers.

Events and entertainment

Support for attendees and buyers at peaks of demand, before and during each event.

Banking and insurance

Origination, collections, claims and service with compliance controls and traceability.

What we’re asked before we start.

Have another question? Write to contacto@assembly.inc

In your own cloud, inside your perimeter on Google Cloud, AWS or Azure, or on our managed infrastructure. Your data is not used to train models, credentials are stored encrypted and every action is recorded for audit.
The technology is model-agnostic: it can use OpenAI, Anthropic, Gemini, Llama or another. Switching providers does not mean rebuilding the implementation.
After the audit, a high-impact process is in operation in weeks, not months. We start with one, measure it against its baseline and scale what shows a return.

Before changing anything we measure the baseline: cost, volume and time per operation. With leadership we agree on the metric that defines success, such as cost per interaction, portfolio recovery or conversion, and we report against it.
No. We integrate with your current ERP, CRM and platforms, such as SAP, Oracle, Dynamics 365 or Salesforce, through APIs, MCP and connectors. Your systems remain the source of truth.
Agents absorb the repetitive volume; your team supervises, approves exceptions and handles what needs judgment. Every agent has an owner and critical flows go through human approval.

Direct alliances with AI providers.

We have alliances with the world’s leading artificial intelligence and infrastructure providers. We help you manage privacy agreements and obtain credits and trial tokens for your development. The technology is model-agnostic: any model can be used.

Alliances with AI and infrastructure providers
Privacy agreements and trial credits

ASI is how it’s done.

Assembly Systems, Inc. brings superintelligence from the pilot into your operation. We start with a diagnosis: where the cost sits, which process to take to agents first and what return to expect.

Book your diagnosis