Without method, AI becomes a cost, not an advantage.
The pilot never left the slide deck
The company tested AI, saw an exciting demo and stalled. Without architecture, data and governance, the pilot does not reach production and the investment does not come back.
Nobody knows where to start
There are a hundred possible use cases and none prioritized. Without an assessment, the company bets on the wrong one or stands still waiting to be sure.
AI with no governance or traceability
An agent that decides without an audit trail is a regulatory, reputational and operational risk. You cannot put in production what you cannot explain.
Investment with no measured ROI
Without a baseline and without a metric, nobody knows whether the AI saved money or only generated cost. Meanwhile, the competitor has already launched and is measuring.
AI agents do not fail for lack of technology. They fail for lack of method, data and governance. That is exactly where engineering comes in.
Find out your company’s AI maturity in 2 minutes.
Five questions. At the end, you get your operation’s maturity stage and the recommended next step, with no commitment.
How is your data today?
Two questions, the same answer with method.
COO / CFO
"How much does this save and how long until the investment comes back?"
AI without measured ROI is a bet. We work with a baseline, projected payback and the cost of inaction from kickoff, in the language of finance.
- ✓Projected ROI and estimated payback before building
- ✓Cost of inaction measured: what each month of waiting leaves on the table
- ✓Investment in phases, budget risk kept under control
- ✓CBS/IBS tax credit: contracting DGS generates a credit. Hiring under CLT does not.
- ✓Results per sprint, not promises per slide
CTO / Head of IT
"How do I get the pilot off paper without inflating the team or losing control?"
Agentic architecture, data and governance are emerging specialties. We bring the ASE methodology ready and enable your team, with no body shop.
- ✓Agent architecture over your current data and systems
- ✓Governance by design: human gates and an audit trail in every cycle
- ✓Speed without inflating headcount in a scarce specialty
- ✓Transferable scale playbook: your team takes over whenever it wants
- ✓No lock-in: you own the architecture and the operation
We do not deliver just an agent. We deliver the whole path.
Main delivery
AI roadmap prioritized by ROI
Your operation’s use cases ranked by impact and effort, with a business case and estimated payback for each one. You leave knowing exactly where to start.
The end of "I do not know where to start".
Agentic architecture blueprint
The technical design of the agents over your data and systems, ready to build without rework.
Agent validated in a pilot
The first high-impact agent running and measured against the baseline, with proven ROI.
Business case with documented ROI
Savings, payback and cost of inaction calculated in the CFO’s language, ready to approve the next phase.
Transferable scale playbook
The documented methodology for your team to operate and expand the agents, with or without DB1.
Governance and audit trail
Human gates and traceability per decision, so you can put in production what you can explain.
From "where do we start" to agents in the operation.
The company knew it needed AI, but not where to apply it. We started with the maturity assessment, prioritized the use cases by ROI and deployed agents specific to the operation. Results measured from the pilot on.
How much would an AI agent give back to your operation?
A quick estimate based on one repetitive task at your company. The numbers are an order of magnitude; the assessment measures your real case.
Estimated return
Estimated savings per month
R$15,840
Over 12 months
R$190,080
Pilot payback
~4 months
From assessment to an agent in production. With ROI measured at every step.
Agentic Software Engineering (ASE) and the CLI and Harness built in-house orchestrate specialists and AI agents. Every cycle covers architecture, code generation, governance and technical review, with full traceability of each decision.
We map data, processes and opportunities. Output: maturity stage, use cases ranked by ROI and an action plan with clear priorities.
We design the agentic architecture over your systems and data, with governance and an audit trail from the start. Nothing ships without a defined quality criterion.
We build the first high-impact agent and measure it against the baseline. You see the real result before investing in scale.
We take the agents to production with continuous monitoring and hand over the scale playbook. Your team takes over the operation whenever it wants, with no lock-in.
An AI course and a loose pilot vs. engineering with method.
Generic tool or internal pilot
- Learns to use the tool, not to solve the problem
- A nice pilot that never reaches production
- No baseline, no measured ROI
- AI with no governance or audit trail
- Dependency on whoever built it, with no playbook
DB1 AI Agent Consulting
- Use cases prioritized by the ROI of your operation
- Agent validated in production in ~30 days
- Baseline, payback and cost of inaction documented
- Governance by design and traceability per decision
- Transferable playbook and CBS/IBS credit under Lucro Real
A low-risk ladder, from the first step to scale.
Assessment Sprint
For those who do not yet know where to apply AI. In 2 weeks, you leave with a maturity stage, use cases prioritized by ROI and an action plan.
- Assessment of maturity and data
- Use cases ranked by impact
- Business case with projected ROI
- Action plan with priorities
An entry investment, deducted from the next phase when you move forward.
30-day Pilot / POC
To validate value before scaling. We build the first high-impact agent and measure the real result against the baseline.
- One high-impact agent in production
- ROI measured against a baseline
- Architecture and governance approved
- A scale decision based on data, not faith
The fastest path from "will it work?" to "what did it return?".
Delivery & Agentic Squad
To scale with method. A squad specialized in agentic engineering that builds, operates and transfers the playbook to your team.
- Squad-as-a-Service from R$ 80K/month ⚠ verificar dados
- Specialist on retainer from R$ 15K/month ⚠ verificar dados
- ASE method + CLI & Harness DB1
- Transferable playbook, continuous evolution
A long-term partnership model, with results measured per sprint.
Results with production evidence.
of Brazilian executives expect AI agents operating independently by the end of 2026. Start later and you start behind. Source: IBM Institute.
of corporate applications already embed AI agents. The ecosystem left the experiment and entered the operation. Source: Gartner, 2026.
to go from "I do not know where to start" to a validated agent, with measured ROI and a defined path to scale.
on deliveries with agents, human gates and technical review in every cycle. AI with governance, not freestyle AI.
Everything you need to know
We do not know where to start with AI. Is this the right place?
Yes. This offer was designed exactly for those at that point. The Assessment Sprint maps your data, prioritizes use cases by ROI and delivers an action plan. You leave knowing where to apply AI first and how much it returns.
How long until we see the ROI?
The assessment is ready in 2 weeks. The pilot of a high-impact agent is validated in around 30 days, with ROI measured against a baseline. You decide on scale with data in hand, not with a promise.
We have an AI pilot that stalled. Can it be reused?
Almost always. We assess the architecture, data and governance of what already exists, identify why it did not scale and define the path to production. You do not start from zero.
How do you measure ROI?
We set a baseline before building (time, cost and error rate of the current task) and measure the agent against it. The business case brings savings, payback and the cost of inaction, in the language of finance.
Is it true that contracting DB1 generates a tax credit?
For companies under Lucro Real, yes. With the Brazilian tax reform (CBS/IBS), the service contracted from DB1 generates a non-cumulative credit, which lowers the effective cost compared with hiring under CLT. Confirm the classification with your tax team.
Do we end up dependent on DB1?
No. We deliver a transferable scale playbook and you own the architecture and the operation. Your team takes over whenever it wants. If you prefer, we keep an agentic squad to evolve alongside you.