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Back to the business caseSupport agent assist · Implementation
Draft from the symptom, setting, and applicable task
The assistant supports the agent’s investigation and writing. It does not replace the account check or the agent’s decision to send the reply.
Follow the process- Business goal
- Increase efficiency
- Business metric
- Average handle time
Prepare a reply an agent can inspect
Use authorized account access and reviewed troubleshooting content. Define which billing questions need specialist review.
The task in this example
Invoices to our German customers show the wrong VAT.
- Step 1
Summarize the ticket
Condense the symptom and relevant history.
ModelPreserve important conditions and uncertainty when summarizing.
- Step 2
Read the account
Retrieve region, plan, and relevant settings.
Product or customer dataThe account record shows reverse charge is off; a retrieved article cannot establish that state.
- Step 3
Match the symptom
Find topics using the customer’s wording.
TaxonomyMaintain symptom synonyms alongside feature and setting names.
- Step 4
Apply account scope
Keep topics applicable to the assessed account.
TaxonomyRegion and setting classifications narrow retrieval; unknown eligibility remains a review issue.
- Step 5
Draft the reply
Use the specific task and supporting link.
Content teamKeep the task concise, current, and independently usable.
ModelThe model drafts from those sources without creating unsupported account facts.
- Step 6
Review and send
The agent confirms the cause and edits the reply.
PeopleRecord corrections and resolution outcome so recurring misses reach the relevant owner.
This framework provides a practical baseline shaped by experience. Every organization operates under distinct technical and operational realities that require tailored design and governance. While you can adapt these measures independently, we frequently partner with teams to customize governance, integrations, and rollout. Performance outcomes will naturally vary.
Why these content layers matter
Intelligent content
Maintain a short task with the relevant setting, expected result, and a link the agent can send.
Taxonomy
Classify topics by customer symptoms and applicable regions and settings, so country names alone do not determine retrieval.
Verify the result and handle exceptions
Compare suggestions with independently resolved cases. Check that the draft cites the specific task and does not confuse account state with general feature availability.
Route uncertain applicability or contradictory account data to a specialist. Keep the agent in control of sending and preserve the reason for rejecting a suggestion.
How we work
with your team
We can guide your team, work alongside it, or deliver the work for you. Combine these approaches as your needs and capacity change.
Support
Add specialist backup
Your team owns the work. We provide experienced backup and specialist help where you need it.
Do
Delegate delivery
We handle work that is one-time, specialized, or outside your core business, without adding an ongoing burden to your team.
Build your team's skills with standard and custom courses.
Support for this implementation
Prioritize support needs and set ownership and review rules for the guidance agents use.
- Content strategySet priorities, ownership, and a rollout your team can sustain.
- User experienceDesign and test the experience around real user tasks.
- Information architectureStructure content for reliable retrieval and reuse.
- Metadata and iiRDSDefine classification and delivery metadata, using iiRDS where it fits.
Which support drafts still leave agents to do the investigation?
Intuitive Stack can help connect symptom language, scoped troubleshooting, and task content that agents can verify and send.