(Category definition)
AI Enabled
Service
AI Enabled Service is the category in which AI is the method, not the product. The provider takes over your AI department, from strategy to daily operation, and stays accountable for running it. AI Infinity introduced the category in Brazil in 2024.
Last updated · November 6, 2026
(01) Definition
What is AI Enabled Service
In practice, the client receives a working AI department: a dedicated squad that maps opportunities, builds agents and models on the company's own data, connects them to the systems already in use and operates them under governance and SLAs. The engagement is defined by scope, team and governance, not by seats.
(02) In short
Four things
to remember
- 01
AI Enabled Service delivers an operating AI department, not a software license or a report.
- 02
Billing follows scope, team and governance instead of the number of users.
- 03
A dedicated squad runs the AI day to day and answers for agreed indicators.
- 04
The client keeps the intellectual property and the installed capability.
(03)Boundaries
What it
is not
The category is easiest to understand by what it refuses to be.
Not SaaS
You do not subscribe to a tool, configure it and maintain it, paying per user. The engagement is scoped by team and governance, and you receive an operation, not a license.
Not project consulting
Consulting ends with a report. An AI Enabled Service keeps operating what it builds and answers for the results.
Not an agency
Agencies execute briefs. An AI department helps make decisions, sets the adoption roadmap, operates the models and answers for the organization's indicators.
Not tool procurement
Your company owns the intellectual property. What remains is installed capability in people, processes and decisions.
(04)How the department operates
Four pillars of an
AI department
Every AI Infinity engagement combines strategy, a dedicated operation, applied models and a compliance layer.
- 01
AI strategy
Assessment, opportunity mapping and an adoption roadmap tied to the company's strategy and its P&L.
- Process and data assessment
- Use-case map ranked by impact and feasibility
- Adoption roadmap in waves
- 02
Dedicated operations
A specialist squad that works as your internal AI department, with governance, rituals and SLAs.
- Named squad embedded in your routines
- Weekly performance reviews
- SLAs on support and evolution
- 03
Applied models
Agents and models built, integrated and maintained on your own data, with continuous observability.
- Agents trained on company data
- Integration with ERP, CRM and channels
- Monitoring, evaluation and retraining
- 04
Compliance & security
A protection layer, audit trails and regulatory alignment from the first day of the engagement.
- AI usage policy and committee
- Isolated environments per client
- LGPD- and GDPR-aligned data handling
(05)The category
Where each
model stops
SaaS hands you a tool. Consulting hands you a report. An AI Enabled Service runs the whole cycle and stays.
Read the full comparison- What you receive
- A working AI department
- Who runs it
- A dedicated squad working as your team
- How it is billed
- Engagement by scope, team and governance
- Role of AI
- AI is the method
- What stays
- Your IP and installed capability
(06) Side by side
AI SaaS vs. AI consulting vs. AI Enabled Service
| Criterion | AI SaaS | AI consulting | AI Enabled Service |
|---|---|---|---|
| What the client receives | Access to a platform | A diagnosis and recommendations | A working AI department |
| How it is billed | Recurring fee per seat | Project fee | Engagement by scope, team and governance |
| Who operates it day to day | Your internal team | No one, after delivery | A dedicated squad working as your team |
| Role of AI | AI is the product | AI is the topic | AI is the method |
| What stays in the company | An active license | A report | Your IP and installed capability |
Choose AI SaaS if
you have a narrow, well-defined need and an internal team that can configure, own and maintain the tool.
Choose AI consulting if
you need an independent assessment or a strategy document before committing to execution.
Choose an AI Enabled Service if
you want AI running across several areas, with a team accountable for operating it and the IP staying in your company.
(07)Where it applies
Areas covered by
the department
Any area of the organization, each with its own methodology and agents trained for its context.
- 01Production planningDemand forecasting, dynamic sequencing and predictive maintenance on your existing ERP and MES.
- 02S&OPA shared demand signal, real-time visibility and scenario simulation for a weekly S&OP cycle.
- 03FinanceContinuous reconciliation, predictive cash flow and a 3–5 day close on the ERP you already run.
- 04Human resourcesAn employee assistant that resolves 85% of requests, plus engagement, communication and career plans.
- 05LegalContract review at scale, litigation monitoring and drafting support, with lawyers in control.
- 06TaxContinuous compliance monitoring, filing cross-checks and tax credit recovery on your fiscal data.
- 07SalesAI trained on your CRM that answers and qualifies leads 24/7. +327% revenue in 90 days for one client.
- 08International tradePredictive freight tracking, customs document checks and logistics that adapt to disruption.
- 09Customer serviceConversational support on WhatsApp, email and chat that resolves routine requests and escalates the rest.
(08) FAQ
AI Enabled Service, explained
01What is AI Enabled Service?
AI Enabled Service is a category of AI delivery in which AI is the working method, not the product sold. The provider takes over the client's AI department, including strategy, a specialist team, governance and models integrated into daily operations, and remains responsible for operating and evolving them.
02How does AI Enabled Service differ from AI SaaS?
AI SaaS is a tool, paid per user, that the client subscribes to, configures and maintains. AI Enabled Service delivers a running operation: a dedicated squad builds, integrates and operates the AI. What remains in the company is installed capability and IP, not an active license.
03How does AI Enabled Service differ from AI consulting?
AI consulting usually ends with a diagnosis and a set of recommendations. AI Enabled Service continues after the diagnosis: it builds, integrates, operates and evolves the models under SLAs, and answers for the indicators it was hired to move.
04Who created the AI Enabled Service category?
AI Infinity introduced the AI Enabled Service category in Brazil. The company was founded in January 2024 by Hilson Oliveira in Florianópolis and operates in the United States through Infinity AI USA LLC.
05How is an AI Enabled Service engagement priced?
By scope, team and governance rather than per seat. The engagement is sized around the areas covered, the squad assigned and the governance model, so cost follows the operation the client receives instead of the number of users.
06When is AI SaaS or consulting the better choice?
AI SaaS fits a narrow, well-defined need that an internal team can configure and own. Consulting fits when you need an independent assessment before deciding. An AI Enabled Service fits when you want AI running across several areas with someone accountable for operating it.
See it running
in your company
Book a strategy session. We review your current architecture, map the bottlenecks and outline where AI pays off first. The session is free and carries no commitment.