Capability and provider review
Choose the task and assess suitable interfaces.
AI & Business Automation
AI Integration Services
Add a defined AI capability to an existing product or workflow. We connect the chosen provider to your application, define the data it receives and return results in a format the team can review or use safely.
A familiar problem?
What needs to work better
01
A prototype works in a chat tool but not in the actual application.
02
Data and permissions have not been defined.
03
Provider failures leave the user without a useful response.
The work we can help with
What is included
Automation with a handoff
Connect the task, not just the tools
Start from a defined event, such as a new inquiry or scheduled task.
Who this is for
Businesses with an existing application needing a specific capability such as summarization, extraction or assisted drafting.
Data and prompt design
Define approved inputs, context and expected output.
Application connection
Implement requests, access controls and response handling.
Quality and failure tests
Check uncertain results, errors and usage limits.
Connected customer journeys
Connect the inquiry to what happens next.
Our landing-page, CRM and integration work is a starting point for discussing your automation. We map where an inquiry arrives, where it should go and when a person should step in.
- Empire PHA: landing pages, automation and pipelines.
- Kendrick Sanford: website development and automation.
From the first conversation to handover
How we deliver the work
- 01
Review the application
Identify the task and available interfaces.
- 02
Agree data handling
Define input boundaries and provider choices.
- 03
Build the integration
Implement useful output and error behavior.
- 04
Test quality and usage
Evaluate representative requests and cost controls.
What this can improve
AI capability available within the existing workflow.
Documented limits and fallback behavior.
Why work with Virtual Wisdom?
We also build websites, software and integrations. An automation can be planned around its real source data, destination and human handoff instead of being treated as a standalone chat screen.
You can explore our client projects and our ready products, ClinixMS and InventiSys, before discussing the requirements.
The next part of the journey
Related support
Before you decide
Questions you may have
Is this the same as a ChatGPT subscription?
No. An application integration typically uses a provider API with its own access, billing and configuration.
Can we switch providers later?
We can discuss an adaptable interface, but capabilities and output behavior differ and require retesting.
Will company data train a public model?
Data handling depends on the selected provider, account and terms. Those choices must be reviewed; we do not make a blanket claim.
What affects the quote?
Capability, provider, data preparation, application changes and usage affect cost. Model and API charges remain separate from development.
What do you need from us to start?
We need application documentation, a test environment and approved sample data. API keys must be exchanged through a secure channel, not public forms.
Start with a conversation
Tell us what you need.
Share a little about your business and the work you have in mind. We will review it and help you choose the next step.