MANSORAMansora · Consulting & implementation
AI consulting and workflow automation for business
Mansora connects business systems and automates recurring work with n8n, APIs and AI, including approvals, failure handling and operational handover.
Not every manual task needs a language model. Mansora starts with the process: what arrives, which rules apply, and who decides when an exception occurs? The resulting workflow combines conventional automation with AI where its contribution can be evaluated.
When this service fits
- People copy information from emails or documents into other systems.
- Requests get lost between an inbox, CRM and ticketing system.
- An AI prototype lacks dependable approvals, evaluation or operational ownership.
What you receive
- A process map covering inputs, responsibilities and exceptions
- Integrations through n8n, APIs or suitable custom components
- Evaluated AI steps using representative examples and human approval
- Failure handling, retry rules and documented operating procedures
How we approach the work
We choose a recurring process with a clear owner and record its baseline. A bounded pilot is tested against ordinary and malformed inputs. Consequential actions receive agreed approval controls; operating responsibilities and fallback paths are settled before production use.
A technical example
A workflow could classify incoming requests and prepare a draft response. An accountable person checks the content and recipient before a message is sent. Duplicate inputs and unavailable integrations belong in the test set.
Scope and cost drivers
Integration quality, document variation, exception cases and approval steps affect scope. Ongoing model, platform and hosting costs are considered alongside implementation. Time saved is measured rather than promised in advance.
Common questions
Does every workflow need AI?
No. Clear rules and structured data can often be handled reliably with conventional software. AI is an option for suitable unstructured inputs, provided its outputs can be checked.
Can the automation run in our infrastructure?
That depends on the selected components and data flows. Self-hosting, external models, permissions and operating responsibilities are assessed together during design.
Related solution concepts
These concepts are illustrative examples, not client case studies.