Article · step by step
How MSphere adds AI without replacing your system
MSphere adds artificial intelligence to what the company already runs. The data stays in WhatsApp, Open Finance or current APIs; AI arrives as interpretation, insight, alerts or automation. It is not a mandatory project to replace an ERP, CRM or bank.
Ready-made product or custom project
DoctorMoney and, soon, Finora cover specific routines. When the process is different, MSphere builds an integration or platform aligned with the system already in production.
What this is not
It is not fine-tuning on the customer’s history. It is not forcing the company to abandon its ERP. It is not a bank or an accounting firm.
How it works in practice
- 1
Map the flow that already exists
See where the data is born (message, statement, spreadsheet, system) and which decision the team needs to make faster.
- 2
Connect the channel — do not replace it
WhatsApp, Open Finance and the APIs you already use become sources. MSphere does not require a full migration onto a new platform.
- 3
Apply AI with prompts, not by training on your database
Prompt engineering and structured reasoning with models from OpenAI, Google Gemini and Anthropic. No fine-tuning on customer data.
- 4
Return something actionable
An insight the team understands, an alert, a report or an assistant in the flow. Success is the day-to-day decision, not a “custom” model trained on your data.
- 5
Handle data under the LGPD
Purpose limited to the contracted service. No sale of personal data. Data-subject rights via the privacy policy and contato@msphere.com.br.
Frequently asked questions
No. The proposal is to integrate AI into the current flow — WhatsApp, Open Finance and other APIs.
No. We do not fine-tune on customer data.
No. Besides DoctorMoney and Finora, there are on-demand AI projects.