DapperAgentWORKFLOW AUTOMATION
Classify emails, forms, and messages, capture the details, and route each request to the right owner. Routine work moves forward; exceptions reach your team with context.
For operations, sales, and support teams handling a shared inbox or several request channels.
Illustrative workflow · no live customer data
Extract first. Classify and look up CRM independently. Validate both results, review exceptions, then route or reply.
Extraction unlocks the checks. Validated results unlock the action.
THE BUSINESS PROBLEM
Email, forms, and chat create separate queues. A follow-up can look like a new request, and ownership gets lost between teams.
Staff work out the intent, urgency, and missing details before they can decide who should handle it.
Customer references, order numbers, and attachments are moved into CRM or internal tools by hand.
Routine questions and important exceptions compete for attention. Forwarding a message does not confirm that someone owns the next action.
The cost is waiting, inconsistent routing, and admin work that grows with every new request.
ONE REQUEST, COORDINATED
Same work. Fewer handoffs. Less waiting.
The same work: capture, extract, classify, CRM lookup, validation, and routing or reply—with waiting between manual handoffs.
Read, copy, check, and forward. The next task waits for a handoff.
Extract first. Classify and look up CRM independently. Validate both results, review exceptions, then route or reply.
Extraction unlocks the checks. Validated results unlock the action.
Same work. Different execution model. Animation timings are illustrative.
Extraction and normalization come first. Classification and CRM lookup then run independently in this example. If classification needs CRM context, it waits for that lookup too. All results pass business rules and any required review before routing, writes, or replies.
HOW IT WORKS
Bring approved email, form, or chat channels into a request record. Keep the original message, attachments, and conversation reference.
Extract and normalize identifiers and required fields first. Classify the request from that structured input using explicit categories; missing details are flagged instead of guessed.
Use extracted identifiers to find the matching customer or existing request. Run lookup alongside classification only if classification does not need CRM context; otherwise finish lookup first.
Validate required fields, deduplicate repeat events, and choose ownership and priority from your routing policy.
Send ambiguous categories, conflicting records, missing details, or sensitive replies to a person with the evidence and proposed next action.
Assign the work, write validated details, and send an approved reply or acknowledgment. Track completion so a forwarded message does not become a lost task.
IMPLEMENTATION
A workflow engine coordinates dependencies, retries, timeouts, and review states. Independent work runs together; writes wait for validated results.
Models classify and extract into a defined structure. Rules check the output; the model does not invent approval policy or authorize its own actions.
Approved APIs and webhooks connect your inbox, CRM, and team tools. Access is scoped to the records and actions the workflow actually needs.
Request identifiers prevent duplicate actions. Logs, failed-action queues, and approval gates make the process inspectable and recoverable.
An example implementation stack. The audit selects the tools and deployment for your requirements; this is not a list of preconfigured connectors.
Coordinate steps and review states
Interpret messages into validated fields
Keep request state and prevent duplicate work
Connect authorized business systems
YOUR EXISTING TOOLS
Integration candidates, subject to API access, permissions, and your system configuration.
HUMAN OVERSIGHT
Define categories, owners, priority criteria, and which replies need approval before enabling actions.
Low-confidence or conflicting input goes to a reviewer. Show the source message and suggested action instead of silently guessing.
Use minimum required access. Incoming messages are data to interpret, not instructions that can change workflow permissions.
Track the request, decision, reviewer, system action, and outcome. Retry temporary failures without sending duplicate replies.
BUSINESS IMPACT
Pilot goals to measure against your current process—not guaranteed performance claims.
Measure minutes spent reading, copying, and forwarding each request.
Measure time to ownership and first response, including waiting in queues.
Review routing accuracy, corrections, and repeat or duplicate actions.
Track exception volume and whether reviewers have enough context to act.
QUESTIONS, ANSWERED
No. Structured forms and clear request categories can often use ordinary routing rules. AI is useful when emails or attachments need interpretation. The audit separates deterministic actions from the parts that benefit from AI.
Repeatable sales inquiries, order questions, support requests, and internal requests with clear categories and next actions. Start with one channel and a bounded request type, then test on real historical examples.
The goal is to remove routine triage and entry work. Your team owns policies, exceptions, sensitive responses, and the customer relationship.
We assess API access, authentication, available fields, and allowed actions during the audit. The tools shown are integration candidates, not a promise that every connector is already configured.
Missing fields, ambiguous categories, conflicting customer matches, and policy-sensitive actions go to a human queue. The reviewer receives the original input, findings, and proposed action before the workflow resumes.
Only within an agreed policy. A pilot can begin with draft replies and mandatory approval. Approved routine acknowledgments can be automated later; sensitive messages keep their review gate.
Scope depends on request types, system access, data quality, and approval requirements. The audit defines a proof sprint and success criteria before a rollout timeline is agreed.
Deployment and model choices are assessed against your security, data residency, and integration requirements. Private hosting and open-weight models are options to evaluate, not a default guarantee.
YOUR FIRST WORKFLOW
Show us real requests and how your team handles them today. We’ll map the handoffs, review rules, and one practical workflow to test.