Development Lifecycle

AGENTFORCE-SPEC · 40 questions

• Cascade Veterinary Partners has written 60 test cases covering refill requests, claim-status questions, and appointment changes. What is the most efficient way to validate the service agent against all 60 before every future change?
• Before Willowbrook Veterinary Group's new appointment-rescheduling agent goes live, the specialist wants structured proof it handles both routine and edge-case owner requests correctly. What should the specialist build first in Testing Center?
• Harborview Veterinary Group's agent passed all its test cases three months ago. Since then, two new custom actions and a revised topic instruction were added. What should happen before the next production deployment?
• During deployment of Northgate Veterinary Group's claims-status agent from sandbox to production, the specialist wants to make sure owner-facing data stays protected and the Agent User only sees what it should in the live org. What is the most important check to perform as part of that deployment?
• Foothill Veterinary Alliance built and tested a new referral-booking agent entirely in a sandbox. When the specialist deploys it to production, what generally must move along with the agent itself for it to function correctly?
• A Testing Center batch run for Brightpaw Animal Hospitals shows that 12 of 40 failures all involve the utterance 'my dog needs his shots renewed' being routed to the Lab Results topic instead of the Prescription Refill topic. What should the specialist do first?
• Oakhaven Veterinary Group notices its live prescription-refill agent has a rising escalation-to-human rate over the past month, even though its Testing Center pass rate is still 100%. What does this gap most likely indicate?
• Bluewater Veterinary Partners is preparing to deploy a new Prompt Builder flex template used by its lab-result-summary agent action. The specialist discovers the template references a Data 360 retriever that exists in the sandbox but has not yet been created in production. What is the correct interpretation of this situation?
• A specialist at Coastal Cove Veterinary Network has written test cases only for utterances phrased exactly the way she expects owners to write them, such as 'Can I reschedule Max's appointment to Friday?' What gap does this leave in her Testing Center coverage?
• Two weeks after Summit Ridge Veterinary Group's Service agent went live for pet-owner appointment questions, the specialist wants to know whether it is actually helping or quietly frustrating owners. What should the specialist look at to answer that?
• A Testing Center run at Meadowlake Veterinary Group shows the insurance-claims agent correctly classifies every test case, but the specialist wants to also confirm the agent's replies stay within an acceptable tone and do not leak raw claim numbers from unrelated pet owners. What additional dimension should her testing check beyond topic accuracy alone?
• Pinebridge Veterinary Alliance's specialist deploys an updated Service agent to production on a Friday afternoon without re-running the full Testing Center suite, reasoning the changes were 'small.' Over the weekend, several owners report the agent giving nonsensical replies to lab-result questions. What lifecycle discipline would most directly have caught this before it reached owners?
• Ironwood Veterinary Partners tracks its Employee agent's monthly conversation volume, average resolution time, and escalation rate on a dashboard the operations manager reviews every Monday. What lifecycle purpose does this dashboard primarily serve?
• Stonecrest Veterinary Group's specialist is deploying a referral-booking agent that depends on a custom object, a Flow, and a permission set that grants the Agent User read access to that object. During deployment, the permission set fails to deploy due to a dependency ordering error, but the agent and Flow deploy successfully. What is the most likely consequence in production?
• Silverpine Veterinary Group deploys a new agent action from sandbox to production using a change set. After deployment, the specialist finds the action itself deployed but its underlying custom Apex invocable class did not come along, because it was excluded from the change set. What does this best illustrate about deployment planning?
• Amberfield Veterinary Network's leadership asks the specialist for a monthly report proving the referral-booking agent is worth the investment. Which pairing of metrics would most directly answer that, based on adoption-monitoring practice?
• Hollowcreek Veterinary Group wants its Testing Center suite to catch cross-topic confusion before deployment, not just per-topic accuracy. Which practice best supports that goal?
• Fernbrook Veterinary Network's specialist wants Testing Center to prove the agent correctly refuses a request rather than only proving it correctly fulfills one. Which test case best accomplishes that?
• Redtail Veterinary Group's specialist must choose an order for a multi-step production rollout: create the Data 360 retriever, activate the prompt template that references it, deploy the agent action that calls the template, then enable the channel. What consideration should drive that ordering?
• Timberline Veterinary Group's specialist is choosing between deploying an agent update directly through the sandbox org's production connection versus staging it through a dedicated deployment pipeline with a review step. Why does the deliberate, reviewed path matter for agent changes specifically?
• Elkhorn Veterinary Partners' specialist writes a Testing Center case where the expected outcome is 'agent asks a clarifying question before booking' rather than a specific final action. Why is an expected outcome like this still a valid test case?
• Cinderpath Veterinary Alliance's specialist runs a Testing Center batch and finds that three test cases fail intermittently, passing on one run and failing on a re-run with the exact same input. What does this intermittent behavior most likely point to?
• Sunnydale Veterinary Group deploys its new agent to production, then immediately deletes the sandbox where it was built and tested to save storage. Three weeks later a topic misclassification is discovered in production. Why does this decision complicate fixing the problem?
• Wrenfield Veterinary Group's specialist compares two Testing Center batch runs a month apart on the same 50 test cases and notices the pass rate dropped from 98% to 88% with no configuration changes made in between. What is the most defensible next step?
• Alderwick Veterinary Group's Testing Center suite only contains single-turn test cases, each a single utterance with a single expected outcome. Its live agent, however, routinely handles follow-up clarifying questions before completing a refill request. What gap does this expose in the test suite?
• Greenhollow Veterinary Network's specialist has a full Testing Center pass, a completed deployment plan, and sign-off from IT security. What single lifecycle activity still remains before the specialist can say the work is genuinely finished for this release?
• Fairhaven Veterinary Network's specialist deploys an updated agent from sandbox to production using a change set that includes the agent's topics, actions, and the Prompt Builder templates they call. After deployment, the agent works for most staff but a newly hired front-desk coordinator cannot invoke it at all. What did the change set most likely fail to carry over?
• Northfell Veterinary Holdings runs a separate production org for each of its twelve regional hospital groups and wants to deploy the same base agent configuration to all twelve consistently, then track each org's customizations over time. Which deployment approach best fits this requirement?
• A Testing Center batch run for Driftwood Veterinary Group shows every failing case correctly reaches the refill-request topic, but each one returns the wrong medication in its response. What should the specialist investigate first?
• Cobblestone Veterinary Alliance's adoption dashboard shows the appointment-scheduling agent's conversation volume and resolution rate looking healthy, yet owners are calling the front desk to complain that reschedule requests silently fail. Where should the specialist look to find the actual root cause?
• Copperfen Veterinary Network's specialist is preparing to deploy a significant update to the claims-processing agent's instructions and actions. Beyond a passing Testing Center run, what should the deployment plan also include before go-live?
• Wraithmoor Veterinary Group tests its new referral-booking agent in a sandbox that was refreshed months ago and contains almost no recent specialty-hospital records. Test cases pass cleanly, but the agent behaves inconsistently once deployed to production. What is the most likely explanation?
• Marrow Creek Veterinary Group's service agent lets pet owners rate each response with a thumbs-up or thumbs-down. Six months after go-live, the specialist notices a cluster of thumbs-down ratings on lab-result explanation responses. What is the most productive next step?
• Half a year after go-live, Thistledown Veterinary Partners' Testing Center suite still contains only the original 40 test cases written before launch. What is the strongest argument for periodically adding new test cases sourced from real production conversations?
• Thornfield Veterinary Partners' specialist has limited time before go-live and must decide how to allocate new Testing Center test cases across the agent's topics: routine appointment lookups, prescription refills involving controlled substances, and general clinic-hours questions. Which allocation approach best reflects sound testing judgment?
• Instead of enabling the newly deployed emergency-triage Service agent for every clinic at once, Hartswell Veterinary Group's specialist rolls it out to two clinics first, monitors adoption and outcomes for two weeks, then expands to the rest. What is the primary benefit of this phased rollout compared to enabling it everywhere immediately?
• Gladewind Veterinary Group's development sandbox uses a stubbed version of the insurance-claims lookup action that always returns a fixed sample response, while production calls the real external claims API. Testing Center passes every case in the development sandbox. What should the specialist do before treating this as proof the agent is ready for production?
• Eastridge Veterinary Alliance's adoption report shows the overall resolution rate holding steady at 90%, but a breakdown by topic reveals the insurance-claims topic alone has a 40% abandonment rate, with most owners dropping out mid-conversation. What does this topic-level view reveal that the overall number hides?
• Cormorant Bay Veterinary Group's specialist is reviewing a month of adoption data and finds conversation volume up 40%, escalation rate flat, and classification accuracy flat. Leadership asks whether this month's data alone proves the agent is a success. What is the most defensible answer?
• Ashgrove Veterinary Partners' specialist has to explain to a new hire why the team keeps a written library of Testing Center cases in version control rather than only in the Testing Center UI itself. What is the strongest reason for keeping that external copy?