Advisory workpaper preparation
Prepare source-linked drafts around a control library, evidence standard and reviewer template.
AI workflows and automation
Workflow automation for your business.
Turn recurring requests, documents and reporting into a connected process. Dotnitron assesses the work, builds the integrations and adds AI where varied inputs need interpretation.
From workflow assessment to working software. Our workflow automation consulting service identifies where work waits, repeats or needs review. We then design and implement the agreed process across approved systems, with business rules, exception handling and human approval.
01
Identify the constraint before choosing the technology
Map the current process with its owner. Record preparation effort, waiting time, missing inputs and reviewer corrections. Choose one valuable constraint that a working release can address.
02
Combine AI interpretation with explicit business rules
AI can interpret documents, messages, and other inputs. Business rules, permissions, integrations, and workflow state define what may happen next. We test the complete process, including exceptions and human approvals.
03
Keep human judgment where it creates value
We design review experiences that show sources, exceptions, confidence signals, and proposed actions. Your experts focus on decisions and edge cases instead of spending their time preparing every input by hand.
04
Measure the operating result
We define the baseline and track the measures that support an investment decision, such as cycle time, reviewer effort, exception rate, adoption, and output quality. Expansion follows evidence, not demo enthusiasm.
Where this can help
Start with the change your users or business need.
You may want a better customer experience, more capacity for your team, or a faster way to reach an important decision. We help you turn that need into the right product or system.Banking and insurance operations
Explore request intake, case preparation and reporting workflows with explicit review responsibilities. These are illustrative opportunities.
Investment and portfolio reporting
Explore how approved updates, gaps and report drafts can move through a consistent process. These are illustrative opportunities.
Your first release
Know what the first workflow needs to deliver.
Start with a recurring process that has an owner and a useful output. Agree on the scope, cost and acceptance criteria before development begins.- 01
A process and integration plan
Define the inputs, system connections, manual steps and approval points. Identify which steps need AI and which can use ordinary software rules.
- 02
Working software for one process
Connect approved inputs to a usable work queue or output. Include missing-information checks, exception handling and the agreed review steps.
- 03
A tested handover
Your users try representative cases. Review the results, document how the workflow operates and agree who owns support after launch.
Compare preparation time, turnaround, reviewer edits and failure cases with the current process. Agree which measures matter to your team; savings depend on the workflow and are not guaranteed.
Choose the right approach
Use an existing tool or build a custom workflow?
Choose the simplest approach that meets your requirements. A custom build earns its place when your systems, rules or review process need more than a standard integration.| Approach | Useful when | Check before choosing |
|---|---|---|
| Existing software | A product already covers the process and your team can adopt its workflow. | Data access, exports, approval steps, licensing and the effort needed to configure it. |
| Configured automation | The task follows stable rules and supported connections can move the data. | Connector limits, retries, exception handling and who maintains the automation. |
| Custom software with AI | Work involves varied documents, firm-specific logic or a review interface your team needs to control. | Representative test cases, approved model use, integration effort and ongoing ownership. |
Relevant delivery experience
Dotnitron delivered an AI-enabled compliance and risk platform end to end. The customer validated the build and uses it in prospect demonstrations; the first end-client deployment remains pending.
Read our role and delivery statusFAQ
Frequently asked questions
What does AI workflow automation involve?
It connects AI, business rules, approved data, software integrations, and human approvals to help complete a recurring process. We agree which steps can be automated and which need review.
How do you reduce delivery and accuracy risk?
We narrow the first release, establish a real baseline, test against representative examples, expose sources and exceptions, and place human approval at the points where errors have meaningful consequences.
When should we use AI, rules or an existing automation tool?
Stable inputs and clear rules may be handled by conventional software or configured automation. AI can help interpret varied documents and messages. We assess the process first and choose the simplest approach that meets your requirements.
Can you work with our existing applications?
We assess approved APIs, data exports, permissions and supported integrations. Connector availability and the work required are confirmed during scoping; we do not assume every system can be connected.
What affects the cost and timeline?
The scope, number of integrations, data quality, review requirements and deployment environment determine effort. We agree on the first release, acceptance criteria, cost and timing before development. There is no standard savings or delivery guarantee across all projects.
What should we bring to the first conversation?
Describe the recurring process, who owns it, where it gets stuck and the output you need. A non-confidential example or description is enough to begin. Approved sample data and access can be arranged after scoping.
Technology partnership
Build with an OpenAI Select Partner.
We design and integrate OpenAI services within your approved architecture.Have something in mind?