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CHAT AGENTS · A WORKFORCE CAPABILITY

Don’t stop at an answer. Move the customer’s work forward.

Resolve supported requests inside your systems, with the account context to act on and a clear route to a specialist.

See it at work
Autonomous within scopeConnected to business systemsPeople own exceptions

FROM INTERACTION TO OUTCOME

A message comes in. The right action follows.

Follow an order-address request through identity, eligibility and a verified update. Switch to an already-dispatched order to see why a good chat experience sometimes means holding the write and routing the request.

UnleashX at workWorked example
Sarah, AI employee

Sarah

Customer conversation · example
Customer

Can I change the delivery address for my order?

AI employee

I can check that. First, let’s complete the required identity check.

Identity not yet established
BEHIND THE EXPERIENCE

Understand

Capture intent; do not expose order details before identity checks.

Work state

Identity check required

Current owner

AI employee

Routine actions proceed autonomously within configured permissions. Completion is reported only after the system result is verified.

Stage 1 of 4 · Understand

INSIDE THE BUILDER

From your knowledge to customer conversations.

Give customers a familiar chat experience, backed by the knowledge and instructions you define for the role.

DESIGN AROUND THE JOB

Build around the request, not a menu of canned replies.

Start with the responsibility and the systems it touches. Confirm the supported experience, operations and boundaries for your deployment.

Customer service

Understand the issue, retrieve permitted case context and complete the supported resolution step. Keep uncertainty visible when the answer or system state is unclear.

Example: update an eligible order after the required identity checks.

Sales qualification

Clarify the need, answer from approved product knowledge and capture the fields needed for a meaningful next step.

Example: qualify an enquiry and arrange a consultation with a verified booking.

Onboarding assistance

Explain the next requirement, capture missing information and record progress against the customer’s actual setup state.

Example: guide a customer to complete a required workspace field.

Ongoing case follow-up

Continue an agreed journey using the current record and contact preferences. Do not start a conflicting follow-up after work is complete.

Example: request a missing detail and return it to the existing case.

VERIFIED WORK

Keep the conversation tied to the business record.

Make the expected action, record and authority visible. Attempted, completed and unresolved work should not be reported as the same outcome.

Work elementWhat to captureBoundary to preserve
Message & intentThe request, relevant thread context and unresolved questions.Do not infer identity or permission from a message alone.
Source contextApproved guidance and the correct customer or order reference.Access only the records and fields needed for the task.
Permitted actionValidated parameters and an eligible record state.Confirm changes that require customer agreement before writing.
Outcome & ownershipVerified result, unresolved state or a named review owner.A message sent to a reviewer is not a decision received.

BEFORE PRODUCTION

Test the messy conversations, too.

Use representative cases and deliberate failures to test the experience. Evaluate what the employee actually does as well as what the customer sees.

Ambiguity & identity

Test incomplete requests, multiple matching records and pronouns that depend on earlier context. Require clarification before disclosing or changing customer-specific information.

Knowledge & channel context

Review stale guidance, unsupported questions and the information available in each messaging channel. Confirm supported channels, session continuity and retention arrangements.

Write failures & duplicates

Test repeated messages, concurrent requests and timeouts. Verify the final record rather than treating a friendly confirmation as evidence of completion.

Human continuity

Agree the destination and contents of a handoff. Preserve what the customer asked, what the employee did and what remains unresolved so people do not restart the conversation.

A SCOPED PATH TO LAUNCH

Define the job. Connect it. Prove it works.

Agree the prerequisites and acceptance criteria with the business and technical owners. Expand responsibility only after reviewing outcomes and unresolved risks.

01

Scope

Choose the role, outcome, eligible inputs and exceptions.

Output: responsibility and authority map
02

Connect

Confirm supported channels, data access and system operations.

Output: reviewed configuration and access
03

Evaluate

Test routine work, ambiguity, failed actions and human handoffs.

Output: case-level evidence and open issues
04

Operate

Name the owner, review triggers and pause or recovery procedure.

Output: bounded release and operating plan

TWO WAYS TO START

Hire a role. Or design your own.

The capability supports the employee’s responsibility. It does not replace the need for a clear job, permitted tools and an accountable owner.

Explore pre-built employees

Choose a defined role and scope the capabilities and connections needed for your team.

Explore the workforce →

Build a custom workforce

Design the job around your process, then connect the relevant channels, systems and handoffs.

Build your workforce →

BUYER & IMPLEMENTATION QUESTIONS

Know what the experience needs to deliver.

What are AI chat agents?

AI chat agents are AI employees working through the chat channel. Chat is a delivery surface, not the product: the same job also runs on voice, WhatsApp and email, and it is judged on the completed outcome and the record it leaves in your systems.

How are chat agents different from FAQ chatbots?

FAQ chatbots primarily return information. A chat-enabled AI employee can be scoped around a responsibility that includes approved system actions and exception handling. Evaluate whether the underlying job was completed correctly in the destination system.

Which messaging channels can we use?

Confirm the supported web and messaging channels for your deployment, including channel-specific access, identity and notification requirements. A shared workforce role does not mean that every channel has identical features or automatically shares all conversation history.

Can a chat agent update customer records?

For supported operations within configured authority, that is the intended working model. Define the permitted fields, identity requirements and confirmation steps, then verify destination records in testing. Requests outside the allowed record state should be routed or refused, not forced through.

Can the employee remember earlier messages?

Scope the context available within a session and across an ongoing case. Agree identity matching, retention and access boundaries before enabling continuity. Do not assume unlimited memory or automatically merge separate people’s conversations.

What happens when an answer is not in the approved knowledge?

The employee should preserve uncertainty, ask a useful clarification or route the request to the defined owner. Missing knowledge must not become an invented answer. Add representative gaps to the evaluation set and review source updates through change control.

When should a person join the conversation?

When the request requires authority, judgment or system access beyond the employee’s scope, or a failure cannot be resolved safely. Routine permitted actions should not require unnecessary approvals. Agree how handoff and reviewer availability work for the selected channel.

Can we start with a pre-built employee?

Yes, start by choosing the responsibility from the workforce listing, then confirm the channel, system connections and operating boundaries needed for your use case. A pre-built role is a starting point for scoping; it does not eliminate integration, access or evaluation requirements.

What is needed before launch?

Agree the workflow outcome, permitted data and actions, exception owners and supported configuration. Test normal, ambiguous and failed cases in an approved environment. Review final records and release criteria before production; there is no universal implementation-time promise.

Aye Finance
Bajaj Capital
eMSME
Shyama Power
MedoPlus
Gullybaba
ICOFP
Sapio Analytics
Ostello
OnGrid
Black Kite Foundation
AAFM
Regus Automobiles
Karma Hyundai
Codestax
AksEdge
Tiger FinTech
Coneon
Xoxoday
Blu Parrot
Edgy Scribblers
NxG
V2C

CUSTOMER REVIEWS ON G2

From conversations to completed work.

4.9/ 5
  • End-to-end automation

    We’ve deployed UnleashX across a genuinely wide range of use cases, rather than relying on a single narrow bot.
    Nitin J.SVP, Head of EngineeringEnterprise (> 1,000 employees)
1 / 7

BRING ONE REAL WORKFLOW

Which customer requests should stop waiting in a queue?

Share the intended outcome, systems and exceptions. We’ll map the capability to a defined responsibility and a supportable operating model.