Faster time-to-value
Reach useful accuracy sooner.
Close the accuracy gaps your documents and prompt tuning leave behind.
Improve existing RAGGive your RAG the answers
Give your RAG the answers
your documents are missing.
Close the gaps that prompt tuning and document indexing leave behind. Syllotips turns weak answers and expert corrections into validated knowledge your existing RAG can reuse.
Keep your existing RAGAdd the knowledge
Add the knowledge
only your experts have.
Keep your agent and vector database. Make approved expert corrections available alongside your documents.
What changes for your team
Lower maintenance costs
Less time fixing. Less expert effort.
Resolve missing knowledge once, then reuse it across relevant questions.
Less token waste
Spend tokens on answers, not retries.
Answer from approved corrections instead of re-retrieving and regenerating around the same knowledge gap.
Direct business ownership
Let the people who know own the fix.
Let subject-matter experts validate answers directly in Teams or Syllotips.
Domain expertise captured
Keep the facts. Keep the know-how.
Retain policy facts, exceptions and the reasoning behind the right procedure.
What changes after deploymentThe missing context often
The missing context often
lives with your people.
Undocumented expertise
The right answer depends on how an experienced colleague interprets a policy or handles an exception.
Changing business rules
Procedures, products and source versions change while your agent keeps answering.
Repeated unanswered questions
The same uncovered case creates another escalation, another expert answer and another IT ticket.
A simple exampleOne missing rule.
One missing rule.
A better next answer.
Try an improvementInteractive example · Sample data
Customer support assistantOriginal run
Customer request
Can I return a sale item after 10 days?
Agent response
No. Sale items cannot be returned.
Failure detected by SyllotipsInside this runOne failure to investigate
- 1Read question
- 2Search policy
- 3Answer
Inspect the evidence
Retrieved: General returns policy Sale-item rule: not found Answer: Sale items cannot be returned
Syllotips01 / Find
Guardian failure attribution
The answer invents a rule.
The retrieved returns policy says nothing about sale items. The agent treats missing information as a reason to say no.
Missing knowledge
What is the return window for sale items?
Expert task
Give the agent the missing guidance.
PEReturns policy expertCompletes the task in Teams or Syllotips
“Unused sale items can be returned within 14 days of purchase.”
The expert validates the rule before it becomes retrievable knowledge.
Improvement retained
The right answer. Backed by an approved rule.
The next question retrieves the expert’s contribution alongside the existing policy.
Governed memory · Runtime reuse
Explore RAG improvement
Sale-item returns · 14 days · Unused items
Expert-approved · Scoped · Traceable1Find the failure2Capture the correction3Improve the next run
Finance operations agentOriginal run
Customer request
Why is invoice INV-204 still unpaid?
Agent response
I could not find that record. Please check the invoice number.
Failure detected by SyllotipsInside this runOne failure to investigate
- 1Read request
- 2Find supplier
- 3No match
Inspect the evidence
Tool: lookup_supplier Input: INV-204 Result: No matching supplier
Syllotips01 / Find
Guardian failure attribution
It looks for an invoice in the supplier directory.
The invoice number is valid. The agent sends it to the supplier lookup, so the ERP returns no match.
Incorrect tool call
Supplier lookup ← Invoice INV-204
Expert task
Give the agent the missing guidance.
FOFinance process ownerCompletes the task in Teams or Syllotips
“For an invoice question, use the invoice lookup first. Then read the payment status and hold reason.”
Your team validates and integrates the guidance before the agent uses it.
Improvement retained
The right tool. A useful answer.
The corrected guidance routes the request to the invoice record and its payment status.
Governed memory · Runtime reuse
Explore agent improvement
Invoice questions → Invoice lookup → Hold reason
Expert-approved · Scoped · Traceable1Find the failure2Capture the correction3Improve the next run
Order operations agentOriginal run
Customer request
Send the replacement to my new address.
Agent response
Done. The replacement is going to your address on file.
Failure detected by SyllotipsInside this runOne failure to investigate
- 1Read request
- 2Use old address
- 3Create order
Inspect the evidence
Requested: New delivery address Address used: Account default Action: Replacement order created
Syllotips01 / Find
Guardian failure attribution
It creates the order before confirming the address.
The customer asked for a new address. The agent skips that check and uses the old address from the account.
Missing step
Confirm new address → Create replacement
Expert task
Give the agent the missing guidance.
CLCustomer operations leadCompletes the task in Teams or Syllotips
“When a customer requests a new address, ask for it and confirm it before creating the replacement order.”
Your team validates and integrates the new sequence before it is used.
Improvement retained
The right sequence. No premature order.
The improved agent asks for the missing address and waits for confirmation before taking action.
Governed memory · Runtime reuse
Explore agent improvement
New address requested → Confirm before ordering
Expert-approved · Scoped · Traceable1Find the failure2Capture the correction3Improve the next run
Add expertise
at runtime.
Your primary RAG retrieves from its existing sources. Syllotips supplies validated expert contributions alongside that context, so the next interaction can use what your people have already resolved.
Questions, answers, retrieved context and conversation history support evaluation. Reviewers work in Teams or Syllotips while your AI team retains control of integration and deployment.
See the integration modelCustomer evidenceA plateau became
A plateau became
a starting point.
~80%
Accuracy after two years of iterative tuning
>95%
Accuracy after Syllotips improvement
4 weeks
Time to exceed the plateau
Major retail bank · Commercial call-centre RAG assistant · Reported deployment results
Your next failure.
Your next improvement.
Bring a real agent or workflow. We’ll show you where Syllotips fits, what it can improve, and how to get started.