Commercial deployment guide
AI Robot Assistant: How to Plan a Reception Pilot
A reception robot pilot is easier to evaluate when it starts with one visitor task, one approved information source and a clear route to a person.
Rather than asking whether an AI robot assistant can “improve reception” in general, define what a visitor should be able to do, test that task in the space where it will happen, and record what the system does when it reaches its limits. The framework below is a planning aid. It is not a report of a completed Warmcore deployment, a performance guarantee or a safety certification.
01 · Scope
Define one visitor task before choosing features
“Welcome visitors” is a useful aspiration but a weak pilot objective. Pick one task with an observable outcome: for example, answering where a scheduled guest should wait, explaining showroom opening hours from an approved source, or directing a visitor to the staffed information counter.
Separate the information the assistant can provide from actions a configured system can perform. Telling someone that reception can help is different from placing a call or sending a notification. Explaining a route is different from physically guiding a person along it. Put those distinctions in the pilot brief so a demonstration is judged against the same scope by the buyer, supplier and reception team.
| Planning field | What to record | Example |
|---|---|---|
| Visitor and setting | Who asks, and where the interaction starts? | An appointment guest at a corporate lobby desk. |
| Task outcome | What should the visitor know or do next? | Know where to wait and how to reach the host. |
| Approved source | Which current content supports the answer? | A reviewed visitor-information sheet with an owner. |
| In-scope action | What will the quoted configuration actually do? | Give the approved instruction; no call is assumed. |
| Recovery path | What happens when the answer is missing or uncertain? | Offer a visible staffed reception alternative. |
| Acceptance evidence | What will staff observe and retain? | Question, expected answer, observed answer and conditions. |
This example is a template for planning, not a customer story or a description of an installed system. Name the person who owns the visitor information and the person who can pause the pilot.
02 · Configuration
Choose a fixed or mobile reception workflow
Movement should be a requirement only when the visitor task needs it. A fixed configuration may fit a counter-based interaction. A mobile configuration adds a route and operating-area evaluation: where the robot may travel, which destinations are supported, how the site is mapped, and what staff do if the route or environment changes.
Warmcore’s 165 cm Jinsan AI reception robot page currently presents stationary and mobile AMR base choices. Its product information describes fixed reception use and mobile navigation features. Treat those as options to scope with the supplier: confirm the exact model, base, site conditions and included functions in the written proposal before treating any capability as part of your pilot.
| Decision | Fixed reception | Mobile navigation |
|---|---|---|
| Visitor task | Answer a question at a known counter or waiting point. | Support a task that requires movement between agreed points. |
| Site preparation | Check placement, power/network needs and accessible staff fallback. | Also confirm mapped areas, permitted routes, destination behavior and site supervision. |
| What to demonstrate | Approved questions, visitor alternatives and handoff. | The same conversation checks plus the proposed route in relevant site conditions. |
| Acceptance evidence | Record the configured station, content version and observed responses. | Record the configured base, route, conditions and movement behavior separately. |
Do not infer autonomous movement, obstacle handling, access-control integration or physical escort from appearance alone. Confirm the exact configuration and demonstration conditions. For an information-only pilot, start by testing the information workflow before adding movement.
03 · Test set
Test real visitor questions, including requests outside scope
Build a short, repeatable question set from the information visitors actually need. Include a direct question, a rephrased version, missing details, a fact absent from the approved material, and a request for a person. Use fictional names and appointment details; do not put real visitor records into a demonstration unless the site has separately approved that use.
Example test prompts
- “Where should I wait for my appointment?”
- “I am meeting someone, but I do not know their department.”
- “Are you open later today?”
- “Can you book a service that is not listed here?”
- “Can I speak with a staff member instead?”
For each prompt, prepare the expected answer, its source, and the acceptable next step. Check that the assistant does not invent opening hours, claim to have booked an appointment, or say someone has been contacted when no such action occurred. Repeat the test in the intended location with the site operator’s permission, and note background conversation, network conditions and where the speaker stands.
A quiet scripted demonstration does not establish how a system will perform in a busy lobby. If a result is inconsistent, record the question and conditions, then agree whether the next step is a content change, configuration review or human handoff.
04 · Observation
Measure the complete interaction, not a single answer
Agree on pass criteria before the trial. For a narrow information task, the review might ask whether the approved answer was accurate, whether the visitor understood the next step, and whether staff were reachable when needed. These are separate observations; a correct sentence alone does not prove that the visitor completed a task.
| Test item | Record | Review question |
|---|---|---|
| Approved question | Expected and observed answer; content version. | Was the information correct and current? |
| Rephrased question | Wording, setting and whether it was repeated. | Did the visitor reach the same useful next step? |
| Out-of-scope request | What was declined, and what alternative was offered? | Was uncertainty clear, without invented facts or actions? |
| Request for staff | The path the visitor tried and whether it worked. | Was a real human-contact option available? |
| Mobile route, if included | Configuration, route and observed site conditions. | Did the demonstration match the agreed operating area? |
If response time matters, define the start and end points and use the same test conditions each time. Compare like with like; do not turn one fast demonstration into a promised service level. Where practical, observe how staff currently handle the same information task using the same questions. A proposed scorecard is an operational worksheet, not a validated research scale. Research on evaluating social conversations with robots discusses interaction dynamics in deployed social settings; it does not validate this buyer checklist.
05 · Operations
Make staff handoff and information handling explicit
Name the staff owner who monitors the session, updates approved visitor information and responds when the assistant cannot help. Keep a human alternative visible and optional. Clarify whether handoff in the quoted setup means a spoken instruction, an on-screen contact option or an integrated notification, then test the actual path. If no notification is configured, the assistant should not claim to have contacted anyone.
Before using visitor information, ask which microphones, cameras, logs and connected services are part of the proposed configuration, what is stored, who can access it, and which controls apply. These answers can vary by configuration. Begin evaluation with synthetic questions, and have the responsible site team review visitor notice, data handling and alternatives. Warmcore’s privacy and data-security guide offers general background questions; it does not substitute for project-specific answers.
Agree how staff will pause the pilot and what they will do if equipment, connectivity or content is unavailable. Use the site’s and supplier’s confirmed operating instructions rather than assuming all models share the same controls.
06 · Review gate
Set a go/no-go review before expanding the pilot
At the end of the agreed trial, review the configuration, task, approved content version, test conditions, observed results and unresolved issues together. Decide whether to stop, refine the same narrow workflow or evaluate one additional task. If the information was correct but the staff path was unclear, improve the handoff before broadening the scope.
Do not infer staff replacement, unsupervised operation or a business return from a small demonstration. A useful proposal brief names the venue, first visitor task, fixed or mobile preference, language needs, content owner, human fallback and acceptance evidence. Bring it to a configuration discussion for the Warmcore reception robot, and ask the supplier to distinguish what is standard, configured, optional or still unconfirmed.
Next step
Scope a reception pilot around your visitor workflow
Share the task, setting and acceptance questions you want to evaluate. Confirm the model and functions that belong in the proposed configuration before planning a site demonstration.
Review the reception robot configurationContact WarmcoreFAQ
Frequently asked questions
Can an AI robot assistant replace a receptionist?
This guide recommends evaluating a defined information task, not assuming full staff replacement. Unexpected or sensitive requests still need an agreed way to reach a person.
Does a reception robot need to move?
No. A fixed setup may fit a counter-based information task. If the visitor outcome requires physical guidance, confirm a mobile configuration and evaluate the proposed route in the intended site.
What should we test during a reception robot demonstration?
Use approved questions, a rephrased question, an out-of-scope request and a request for staff. Record the actual response, content source and test conditions.
How do we measure whether the pilot worked?
Set task-specific criteria in advance. Track correct information, a usable next step and a working staff-contact path separately. This article provides a planning framework, not a guaranteed success rate.
This guide is an evaluation framework. Confirm model, configuration, site conditions and operating instructions with the supplier before deployment.
