Workflow and architecture consulting
Map the task, data, permissions and decision owners. Define an implementation and evaluation plan.
Focused engagements. Clear ownership. Practical delivery.
Turn a specific business problem into a working AI system. We design and build custom agents, knowledge assistants and workflow integrations, with people in control of the decisions.
Some teams need a focused implementation rather than an engineering transformation. We combine discovery, architecture and hands-on delivery to address a specific workflow, with evaluation, human decisions and handover designed from the start.
The scope follows the problem: an agent, a grounded knowledge system, an integration or a research prototype.
Map the task, data, permissions and decision owners. Define an implementation and evaluation plan.
Build bounded agents for knowledge and operational work, with approved tools, source context and human review.
Connect documents and business systems to grounded answers and useful actions within agreed access boundaries.
Evaluate representative cases, prepare production operation where in scope, and transfer documentation and operating knowledge.
Examples from Amotion’s project work, with delivery partners and project stage identified.
An agent reads invoices, matches suppliers and prepares entries for Business Central. Finance reviews each draft before posting; exceptions remain visible for follow-up.
A shared workspace connects contract search, AI clause analysis, reviews, approvals and renewal tracking. Legal reviewers retain approval.
A source-grounded knowledge assistant connects SharePoint documents to answers and summaries, with deployment, indexing controls and handover in the customer’s environment.
Research pipelines connect companies, people and scientific literature to support investment research. This work explored document-linked signals and graph-based retrieval; it is presented as prototype work.
Three guided examples using sample data. Inspect the evidence and see where an agent needs a person.
An invoice lands in a shared inbox. Someone has to find the order, compare the details and chase the right approver.
Read the sample invoice and identify the purchase order reference.
An exception task with the variance, source documents and a named owner. Payment stays on hold.
Exception resolution time and manual touches per invoice.
Identify the workflow owner, constraints and evidence needed to judge a useful outcome.
Connect the approved sources, implement the workflow and make review points explicit.
Test normal cases, exceptions, permissions and the handoff back to a person.
Agree rollout, monitoring, runbooks, support responsibilities and handover.
The detail follows discovery. The work begins with a shared understanding of the task and who owns each decision.
Custom agent development is a consulting capability. We first establish whether an agent is appropriate for the task, then scope its context, actions, review points and operating responsibilities.
Yes, subject to the platform, permissions and security requirements agreed during discovery. Deployment and access boundaries are part of the scope.
No. Some engagements are research prototypes. We agree whether the deliverable is a prototype, pilot or production implementation and what evidence is required for that stage.
Build capability with an accelerator or training, or scope a focused consulting implementation.
Help your team use AI on the work they already do. Choose a hands-on program for engineering, business teams, internal champions or specialist workflows.
Explore AI AcceleratorsPractical AI training and coaching for engineers, business teams and leaders. Build confidence with approved tools, real tasks and feedback on the work participants produce.
Explore AI TrainingTell us what your team builds, where delivery slows down and what you want to improve. We’ll help you choose a useful place to start.
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