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    Home»Machine Learning & Research»Construct AI-powered worker onboarding brokers with Amazon Fast
    Machine Learning & Research

    Construct AI-powered worker onboarding brokers with Amazon Fast

    Oliver ChambersBy Oliver ChambersApril 7, 2026No Comments16 Mins Read
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    Enterprises typically battle to onboard new workforce members at scale. Human sources (HR) groups spend time on guide duties that delay productiveness, equivalent to processing paperwork to answering repeated questions on advantages and insurance policies. For organizations with many new hires, these steps make it tougher to maintain onboarding constant and compliant. Organizations lose substantial quantities of time per day per new rent throughout onboarding, with new staff usually reaching solely a fraction of their potential productiveness within the first month. Amazon Fast is a completely managed agentic service. With it, HR departments can create no-code onboarding brokers that reply new-hire questions, observe compliance throughout present instruments, and clear tickets robotically in order that new hires can ramp quicker with much less guide work.

    On this publish, we stroll by constructing a customized HR onboarding agent with Fast. We present the best way to configure an agent that understands your group’s processes, connects to your HR techniques, and automates frequent duties, equivalent to answering new-hire questions and monitoring doc completion. You possibly can adapt this answer to your onboarding workflow so new hires get constant solutions and HR groups reclaim time beforehand spent on routine inquiries.

    Key elements of Amazon Fast

    Fast transforms worker onboarding from scattered paperwork and guide processes into an clever, linked expertise by the next built-in elements:

    • Data bases – Listed content material from exterior sources like SharePoint, OneDrive, and Confluence, in addition to inside content material together with inside web sites, file uploads, and Amazon Easy Storage Service (Amazon S3) buckets. A information base serves as a single searchable repository, so new hires get complete solutions from a number of sources as a substitute of looking by disconnected recordsdata.
    • Actions (motion connectors) – Safe, permission-aware integrations that allow AI brokers to take actual motion in HR onboarding situations—creating ServiceNow IT tools requests, sending Slack welcome messages to workforce channels, or updating onboarding workflows in undertaking administration instruments—relatively than simply offering hyperlinks to varieties.
    • Areas – Targeted environments that arrange team-centered belongings together with recordsdata, enterprise intelligence artifacts (equivalent to dashboards and matters), information bases, and actions with sharing controls for workforce collaboration.

    Fast might help HR groups create specialised onboarding assistants that mix information entry with automated duties. You should utilize the built-in system agent (“My assistant”) for speedy assist or create customized chat brokers tailor-made to your group’s particular onboarding wants, equivalent to a devoted HR onboarding assistant that is aware of your organization insurance policies and may robotically deal with frequent requests like IT setup or advantages enrollment.

    Resolution overview

    This answer makes use of a customized chat agent in Fast for worker onboarding. With out an agent, HR would possibly change between wikis, SharePoint, ticketing, chat, and e mail to coordinate every step. With Fast, the agent presents the most recent guidelines from the HR area, solutions with authorised language, opens requests by actions, notifies stakeholders, and factors the worker to the following step. Confirmations and standing stay within the HR instruments, and the agent reads or updates them by actions or flows. The next diagram illustrates the answer structure.

    Implementing the answer consists of the next high-level steps:

    1. Create the chat agent in Fast.
    2. Connect the HR area and hyperlink information sources.
    3. Add actions.
    4. Check with actual questions and duties, then share with staff.

    Fast offers two varieties of chat brokers that facilitate this onboarding answer: the system chat agent (“My assistant”) and customized chat brokers. The system chat agent (“My assistant”) – “My assistant” seems on the Amazon Fast console by default and helps customers ask questions and full duties utilizing sources they’re allowed to entry. Customers can work together with the system agent in a number of methods:

    • Ask common questions utilizing the agent’s built-in information by selecting Common information.
    • Add their very own recordsdata instantly in chat (as much as 20 recordsdata per dialog) for evaluation and questions.
    • Management the dialog scope by selecting from three modes: All information & apps (searches throughout all accessible sources), Common information (makes use of solely built-in information), or Particular information & apps (targets specific areas, dashboards, matters, information bases, or actions). For instance, a person would possibly add their worker handbook and ask, “What’s our distant work coverage?” or choose the HR area and ask, “How do I enroll within the medical insurance plan?” The system agent is out there instantly with no configuration required and adapts its responses primarily based on the chosen scope and accessible sources.

    Customized brokers assist you to construct specialised assistants for your corporation wants. You configure habits (goal, tone, response format); connect areas with dashboards, matters, and information bases for grounded solutions; and hyperlink motion connectors so the agent can carry out duties in instruments like Jira, Slack, ServiceNow, Salesforce, Outlook, or Groups. You possibly can share customized brokers with particular customers or teams. Customized brokers supply the next capabilities:

    • Use case-specific responses – Outline the agent’s persona and response model tailor-made to particular enterprise workflows and necessities.
    • Steering by reference paperwork – Add particular paperwork that function response templates for constant messaging and course of guides for following particular steps.
    • Complete information integration – Hyperlink areas to the agent to provide it entry to various kinds of searchable content material and information sources, together with dashboards for analytics, matters for structured datasets, information bases for exterior, unstructured doc repositories, and native recordsdata uploaded on to the area for added info. This helps the agent reply questions utilizing totally different related information throughout the group’s permission construction.
    • Automated actions – Add motion connectors so customers can create Jira tickets, ship Slack messages, replace Salesforce, or open ServiceNow requests instantly from chat.
    • Collaboration – Check, refine, and share brokers with teammates. Directors can management who can create and customise brokers by person subscriptions and customized permissions.

    You should utilize the system chat agent for common help throughout Fast, or create a customized agent tailor-made to a workflow equivalent to HR onboarding. In that case, you outline directions, connect the HR area or information base, and allow actions for requests and notifications.

    Within the following sections, we stroll by the steps to implement this answer utilizing two personas: the HR administrator who units up and shares the agent, and the worker who completes onboarding duties with the agent.

    Stipulations

    Earlier than you start, be sure to have accomplished the next steps:

    1. Create an AWS account. For extra info, see Create an AWS account.
    2. Verify you will have entry to Fast.
    3. At the very least one Amazon Fast Enterprise subscription to configure actions and create information bases. Customers who solely use the shared agent could be on the Amazon Fast Skilled subscription
    4. Go to Get began with Atlassian Cloud and create a free web site, deciding on each Confluence and Jira on the Free plan (as much as 10 customers).
      1. In Confluence, create an “HR Onboarding” area to retailer your HR content material.
      2. In Jira, create a easy HR onboarding undertaking that the agent can use for entry or tools requests within the Add actions part.
    5. Obtain the ZIP file from the HR onboarding workshop supplies web page.
    6. From the HR paperwork folder within the ZIP file, add the next recordsdata into your HR Onboarding Confluence area:
      1. employee_handbook.pdf
      2. leave_policy.pdf
      3. onboarding_checklist.pdf
      4. performance_review_guidelines.pdf
      5. public_holidays.csv (non-compulsory, used later for reporting or analytics)

    In case your group already makes use of a company Confluence web site, you may not have permission to create areas or add pattern recordsdata until you request extra entry out of your Confluence administrator. To expertise the worth of Fast with out ready on admin modifications, use a separate Atlassian Cloud web site to observe this publish.

    Implementation Steps

    This process makes use of two personas: the HR administrator who units up and shares the agent, and the worker who completes onboarding duties with the agent.

    HR administrator

    The next sequence diagram reveals how the HR administrator creates, configures, and shares the HR onboarding agent in Fast.

    Create chat agent

    First, you create the chat agent itself, which turns into the one place the place new hires ask questions and get guided by onboarding:

    1. On the Fast console, select Chat brokers within the navigation pane, then select Create.
    2. Enter a easy pure language immediate describing what you need your agent to do (for instance, “Assist new staff with HR onboarding questions and tools requests”).

    Fast will robotically broaden your immediate into an in depth persona and response directions and scan your accessible sources to hyperlink related areas and motion connectors to the agent.

    1. Overview the generated agent configuration and refine as wanted, updating the preview to save lots of your variations throughout the session.
    2. Select Launch chat agent if you find yourself glad.

    Configure habits

    Subsequent, you form how the agent ought to reply so its tone, scope, and guardrails match your HR insurance policies and HR model:

    • Agent metadata – Replace the agent’s title, description, welcome message, and starter prompts to assist customers uncover and use the chat agent correctly. These parts function the primary impression and information customers on the best way to work together successfully together with your HR assistant.
    • Agent directions – Overview and replace the robotically generated persona directions, response format, tone, and size settings from the earlier step. The system-generated inputs present a stable basis, however you may fine-tune to match your group’s particular HR communication model and necessities.
    • Reference paperwork – Add particular steerage paperwork that present the very best precedence directions for agent habits. These reference paperwork can be adopted as prescribed whereas you need to use the instruction fields to offer high-level steerage on habits and targets.

    Join HR information

    Now you join your HR information sources so the agent solutions from authorised handbooks and insurance policies as a substitute of inventing its personal language:

    1. Create or select an present HR area that holds handbooks, insurance policies, and checklists. By configuring the agent’s information scope to focus particularly on HR-related content material, you make certain responses keep inside applicable boundaries and don’t entry unrelated organizational information.
    2. Select Add recordsdata to add recordsdata to the area, together with:
      1. Worker handbooks and coverage paperwork
      2. Advantages info and FAQ paperwork
      3. Coaching supplies and guides
    3. Hyperlink information sources equivalent to SharePoint or a wiki.
    4. Hyperlink the configured area to your agent so it might probably entry this authorised searchable content material for grounded responses.

    Add actions

    After the agent can reply questions, you add actions so it might probably additionally set off work in your HR instruments, equivalent to tickets, requests, and notifications:

    1. Open the Actions card and select Hyperlink actions.
    2. Choose from accessible motion connectors that you’ve got already configured. For the HR onboarding use case, this might embrace instruments equivalent to Jira (to create and replace tickets), ServiceNow (to handle incidents), or Microsoft Outlook (to ship emails).

    Solely motion connectors configured with the required OAuth particulars could be linked to the agent, so end-users can authenticate individually throughout their chat. Replace your reference paperwork and persona directions to specify when to invoke particular motion connectors. For instance: “When an worker requests tools, use the ServiceNow connector to create a {hardware} request ticket,” or “For entry requests, create a Jira ticket within the IT-Entry undertaking with precedence set to ‘Regular.’”

    Customise, check, and share

    Lastly, customise the agent with a welcome message and steered prompts. You possibly can check the agent with reasonable situations, tune the expertise, and share it with a pilot group so HR can validate the workflow earlier than broad rollout. Check with actual questions and duties utilizing the preview chat.

    While you’re prepared, launch the agent, and it will likely be accessible in your private library for personal use. To share with others, select Share and add customers and person teams as viewers to make use of the agent. You may also choose different customers out of your workforce to be homeowners to edit and check the agent together with you. HR managers can share the customized agent with new staff by utilizing the sharing choices within the navigation pane to grant entry to particular workforce members or teams.

    Worker

    The next sequence diagram reveals how an worker makes use of the onboarding agent to finish required duties and observe their Day 1 progress in a single place.

    Use the onboarding agent

    After the agent is printed and shared with staff as viewers, they’ll open it from the hyperlink HR offers (for instance, of their Day 1 e mail or HR portal) or from the chat brokers record in Fast, after which use it as follows:

    1. The worker opens the shared HR onboarding agent from the hyperlink or from the chat brokers record and begins a brand new Day 1 dialog.
    2. The agent reveals the most recent onboarding guidelines from the HR Onboarding area and offers hyperlinks to required varieties, coaching, and inside pages so the worker can transfer by the steps so as.
    3. The worker asks coverage or advantages questions in plain language, and the agent solutions utilizing content material from the HR Onboarding area and linked HR information sources so responses match HR-approved language.
    4. On this setup, when the worker requests tools or software entry, the agent makes use of a Jira motion connector to create a problem within the HR onboarding undertaking and returns the difficulty key and hyperlink so you may see the request finish to finish with out touching manufacturing HR techniques.
    5. For delicate steps equivalent to I-9 verification, tax varieties, or direct deposit, the agent directs the worker to the suitable HR system or safe portal as a substitute of gathering paperwork in chat so delicate information stays in the suitable place.

    As an worker, the expertise is easy: they open a single chat, see their Day 1 guidelines, ask questions in pure language, and let the agent open requests and level them to the suitable techniques. As an alternative of juggling emails, portals, and tickets, onboarding appears like a guided dialog the place every subsequent step is evident.

    You’ve got now arrange the HR Onboarding Confluence area with pattern HR paperwork, created a customized onboarding agent in Fast, configured its habits, linked HR information, and added Jira actions for requests. You should utilize this setup as a proof of idea with a small group of recent hires or HR companions, then prolong it by including extra content material, extra actions, or new areas for different HR workflows equivalent to efficiency critiques or coverage updates.

    Guardrails and security

    Fast contains built-in security and content material controls for chat brokers, so you may observe together with this publish utilizing the default settings in your account. If you wish to experiment with coverage controls as a part of this proof of idea, you too can add a small record of blocked phrases or phrases so the agent avoids particular phrases in HR responses (for instance, casual slang or discouraged wording). Blocked phrases are configured on the Fast console and utilized throughout brokers in your account. For step-by-step directions and extra safety choices equivalent to entry management and encryption, see the Amazon Fast Person Information.

    Fast tiers

    Fast gives two person subscriptions: Skilled and Enterprise. Skilled helps on a regular basis use of chat brokers and areas, working Amazon Fast Flows and Amazon Fast Analysis, and viewing Amazon Fast Sight dashboards, with the power to create and share customized brokers and areas. Enterprise contains every thing in Skilled plus superior authoring options equivalent to configuring actions, creating information bases, constructing automations in Amazon Fast Automate, and authoring dashboards in Fast Sight, with bigger month-to-month utilization allowances. A 30‑day free trial is out there for as much as 25 customers per account. For particulars, confer with Amazon Fast pricing.

    Conclusion

    This publish confirmed the best way to construct an HR onboarding chat agent in Fast, connect HR content material, add actions and non-compulsory flows, and share it with staff. Begin with a pilot that covers your most frequent questions and two or three requests, overview utilization, and refine the agent’s directions and content material. For subsequent steps, broaden the HR area, add extra actions as wanted, and overview the Fast documentation for superior configuration. Past onboarding, HR groups can discover constructing brokers for worker self-service, efficiency administration, expertise acquisition, studying and growth, analytics, and off-boarding processes to remodel their whole HR operations.

    Prepared to remodel your office productiveness? Get began with Fast, discover pricing choices that suit your wants. Click on right here to start constructing your personal HR agent, discover our official documentation for detailed implementation steerage, or contact your AWS account workforce to debate how Fast can remodel your group’s method to data-driven decision-making.


    Concerning the authors

    Pegah Ojaghi

    Pegah Ojaghi is a Generative AI Utilized Architect at AWS with a PhD in Laptop Science targeted on massive language fashions, generative AI, and reinforcement studying. Her experience and analysis span basis mannequin growth, RLHF methods, and novel optimization strategies for LLMs. Her ardour is translating cutting-edge analysis into manufacturing techniques throughout healthcare, monetary providers, and insurance coverage industries.

    Chinmayee Rane

    Chinmayee Rane is a Generative AI Specialist Options Architect at AWS, with a core concentrate on generative AI. She helps ISVs speed up the adoption of generative AI by designing scalable and impactful options. With a powerful background in utilized arithmetic and machine studying, she focuses on clever doc processing and AI-driven innovation. Outdoors of labor, she enjoys salsa and bachata dancing.

    Ebbey Thomas

    Ebbey Thomas is a Senior Generative AI Specialist Options Architect at AWS. He holds a BS in Laptop Engineering and an MS in Info Programs from Syracuse College. Outdoors of labor, he enjoys espresso, the outside, exercises, highway journeys, and time together with his household.

    Sonali Sahu

    Sonali Sahu is main the Generative AI Specialist Options Structure workforce in AWS. She is an creator, thought chief, and passionate technologist. Her core space of focus is AI and ML, and he or she regularly speaks at AI and ML conferences and meetups all over the world. She has each breadth and depth of expertise in expertise and the expertise trade, with trade experience in healthcare, the monetary sector, and insurance coverage.

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