AI solutions and consulting for companies that want to automate safely.
AI changes every week, and betting wrong is expensive. We give your company certainty about the path: AI consulting, RAG, agents, LLM wiki and forward deployed engineers on your team, with the best cost-benefit tools and every token under control.
Your AI ideas with the certainty of surviving the real world.
Six artificial intelligence services for companies, covering the full cycle: from strategic decision to the agent running in your systems. You move forward with evidence at every step, never hostage to hype.
1.AI Consulting
Diagnosis of your processes and data, prioritization of the use cases with the highest return and a realistic roadmap. We help you select models and tools with the best cost-benefit and set up governance and security before the first deploy. For leaders who need to decide where and how to apply AI.
2.LLM Wiki: AI-powered knowledge base
Your company's knowledge searchable in natural language: policies, manuals, contracts and history become a smart wiki with role-based access control and answers with cited sources. For companies with knowledge scattered across documents and people.
3.RAG (Retrieval-Augmented Generation)
AI that answers based on your data, not on the model's memory. Retrieval architecture, chunking and answer quality evaluation, with verifiable citations and a drastic reduction in hallucinations. The foundation of any serious AI product.
4.AI Agents
Agents that run workflows end to end: they read, decide, call APIs and systems and complete the task. Built with guardrails, permissions and observability to operate in production, integrated with your ERP, CRM and internal tools. For operations with repetitive workflows that consume the team's hours.
5.Forward Deployed Engineers (embedded AI engineers)
AI specialist engineers embedded in your team and your context. They understand your systems, build inside your operation and transfer knowledge, from discovery to deploy. Specialist speed, no black box.
6.From MVP to the next level
AI helped you take the first step: the prototype exists and it works. But turning it into a solid system, with security, scale and no dependence on a single tool or vendor, is still hard. That crossing is our specialty: quality evaluation, scalable architecture, RAG with real data and predictable costs, as we did with Kala AI.
From diagnosis to operation, without skipping steps.
A process designed to reduce risk: you validate early, scale safely and keep costs visible the whole time.
- 01
Diagnosis and roadmap
We map processes, data and systems, prioritize use cases by return and define tools and models with the best cost-benefit.
- 02
A pilot that proves value
We build a pilot with real data and defined quality metrics. You decide to move forward with evidence, not a bet.
- 03
Production with engineering
Scalable architecture, guardrails, security and integration with your systems. The pilot becomes a reliable platform.
- 04
Operation and optimization
Cost and token usage monitoring, continuous quality evaluation and product evolution alongside your team.
AI applied responsibly.
Explicit authorization
No AI behind your back; you decide where and how it comes in.
Human review
Every AI-generated result is checked by a specialist before it goes to production.
Data control
We define together what can and cannot be exposed to an AI tool.
Real results
AI applied where it accelerates, without compromising quality or control.
The certainty of using AI the right way.
The market launches a new model every week, and it's easy to bet on the wrong thing: a project that shines in the demo and never reaches production, exposed data, an API bill that explodes.
We test, measure and separate what drives results from what is hype, with the discipline of a team that keeps 57 systems in production.
Security in the AI era
Governance, data protection (GDPR/LGPD), access control and careful vendor selection. You adopt AI without exposing data or reputation.
Cost and token usage monitored
Usage and cost dashboards per feature and per model from day one. Your AI bill never becomes a surprise.
Always at the forefront
We evaluate every model and tool that comes out. You adopt early what pays off and skip what's just hype.
From MVP to the next level
Specialists in taking you from prototype to platform: evaluation, scale and reliability.
Code is only half the work.
The other half is judgment: thinking about the business, choosing the right level of care, and delivering something that lasts.
Tech partners, not vendors
We don't just ship the spec. We think about your business like a CTO would: what moves the metric, what scales, and what's worth building.
Critical system or innovation? Each at its own pace
What can't go down demands rigor, tests and extra care. An innovation bet demands speed to validate. We know the difference, and tune the process to each.
Quality that lasts
Code another person can read, maintain and evolve. Modern standards, human review and a foundation built to grow with you.
Everything your software needs, with a single team.
AI is one front. Behind it, Espresso covers your software's full cycle: from a targeted reinforcement to the squad that runs the whole product.
Ongoing maintenance
Fixes, monitoring and support with SLA to keep your critical system stable and running.
See moreModernization & upgrades
Dependencies, frameworks and infrastructure updated without a rewrite, preserving what works.
See moreRisk audit
A technical X-ray of your software: security, architecture, technical debt and cost, with clear priorities.
See moreSecurity & compliance
Vulnerability fixes and data protection compliance (GDPR/LGPD), with legal support end to end.
See moreDeveloper staffing
From a targeted reinforcement to a full squad with a tech lead, at the speed your roadmap demands.
See moreInfrastructure & hosting
Hosting, scalability and cloud cost reduction on Google Cloud infrastructure.
See moreResults that exceed any promise.
See how we turn complex business challenges into high-performance digital products and sustainable code.
Gaslive app
Within a month, we had a complete app in the stores.
See case →

Digilaud app
I only had to bring the idea: they thought through everything else for me and handled all the development.
See case →

Licita Mais Brasil platform
In its first 6 months, Licita Mais Brasil reached operational break-even and surpassed 500 users and 50 public tenders, with excellent feedback and high stability.
See case →

People who care about the success of your idea.
For 8 years Espresso has built software for those who can't get it wrong. Experienced people, direct communication, and your operation treated as if it were ours.
- Senior team, transparent communication. You talk to the people who build, not a middleman.
- Eight years on the road. Engineering that holds up over time.
- 220+ clients, 57 systems live. From startups to global brands like Unilever and Stellantis.
The discipline of those who maintain critical software, applied to AI.













Questions we hear every week.
Does AI replace my team?
No. It speeds up parts of the work; the decision and review are always human.
Is my data exposed?
Not without your approval. We define together what can or cannot be exposed to an AI tool.
Where does AI make sense?
Where it speeds things up safely, and we tell you frankly where it shouldn't be used.
How do I get started?
With a mapping exercise and, when it makes sense, a pilot before scaling.