Relevance AI
Relevance AI
SlackNotionRipplingGmail

Policy answers for the person asking

Most policy answers depend on who is asking: their region, tenure and contract. The Policy Answerer applies the actual policy to the actual person, and knows what a bot should never answer.

"How much parental leave?"
Policy Answerer

Policy question. Answering from the source, not from memory.

Searching the policy library3s
Checking their tenure & region2s

The answer depends on region, and theirs qualifies for the enhanced policy, not the headline number.

Replying with the cited answer1s
Answered in-thread: 18 weeks fully paid. Their region qualifies for the enhanced policy, not the 12-week baseline the handbook headline shows, which is the number a generic answer would have given them. The reply cites the policy section, links the leave-request form, and logs that this is the third parental-leave question this month: the handbook section needs a rewrite.

How it works

Question in #ask-hrEmail to HR inboxDM to the agentPolicy updated
Cited answer in-threadForms & next steps linkedSensitive cases routed privatelyHandbook gaps logged

Triggered by a question in Slack

Questions asked in the HR channel, by DM, or by email start a run instantly, at any hour.

Reads the policy, checks the person

The agent finds the governing sections, applies the asker’s region, tenure and contract, reconciles policies that interact, and recognizes the questions that need a human instead.

Replies in-thread with sources

Answers land where the question was asked, with the policy cited and the relevant form linked. Repeat questions are logged for the handbook.

Without Relevance

With Relevance

The question sits in the HR queue for two days, for something the handbook technically covers.

Answered in the Slack thread within a minute, with the policy document cited.

The generic handbook answer goes out, wrong for anyone outside the default region or tenure band.

The agent checks the asker’s region, tenure and contract first, and answers with the variant that applies to them.

Answers come from whoever replies, from memory, and hallway folklore hardens into policy.

Every answer links the exact section it came from. If the source does not say it, the agent does not say it.

The same five questions consume the team’s week, every week, forever.

Routine questions are handled instantly, and the team spends its time on the cases that need a human.

A grievance typed into a chatbot gets an automated answer, which is exactly the wrong experience.

The agent recognizes what it should not handle and routes it privately to an HR partner, without a canned reply.

Nobody tracks what gets asked, so the confusing sections stay confusing.

Repeated questions are logged as a signal, so the third parental-leave question this month becomes a handbook fix.

Held to a quality bar, on every run

Every answer is checked against eval test cases written for this exact job before it posts. If a run fails the bar, it never ships.

Policy Answerer

Pass rate · last 14 days

Sampling 2% of live runs · 95% passing this week

Every answer cites its policy section96%
The asker’s region and tenure applied93%
Nothing asserted beyond the source94%
Sensitive questions routed, never answered91%

Train your agent like an employee

Onboard it with your playbooks and correct it in plain English. It learns the lesson for good, and nothing changes until you approve it.

Policy Answerer
Instructions updated
Tool added
Employee record lookup
13 evals added
Every answer cites its policy sectionThe asker’s region and tenure applied+11 more
Publish version 4
PDFEmployee Handbook & Benefits Guide.pdf240 KB
Answer policy questions from these documents only.
Read Employee Handbook & Benefits Guide.pdf. Updated my instructions, added a employee record lookup tool, and wrote 12 evals to check every run.
If a question even hints at a grievance, a health issue or a dispute, do not answer it. Route it to a human privately and keep it out of shared logs.
Understood. I added an eval that fails any automated reply to a sensitive-topic question, so those always reach an HR partner privately instead of getting a canned answer.
Teach it something new…
Ask

Built for enterprise teams

Run agents on your real data with the access controls, audit trails, and residency guarantees enterprises require all built in.

Monitoring

Real-time visibility into every agent’s activity, performance, and cost.

RBAC

Control who can use, build, edit, and deploy agents.

Data residency

Multi-region deployment keeps your data within your required geography.

Version control

Full version history on every agent. Roll back to any previous state.

Audit logs

Every action, every decision, every tool call logged and exportable.

Human-in-the-loop

Set approval gates on any action or allow agents to ask questions.

SSO / SAML

Enterprise single sign-on with SAML 2.0. Centralize identity & access.

PII masking

Detect and redact personally identifiable information.

SOC 2 Type IIGDPROTEL & Delta Sharing
KPMG
"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more
Autodesk
"The key for us was how we can modularize industry knowledge and the best playbooks, and apply it."

Allen Roh

Senior Marketing Manager, Autodesk

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Canva
"We're looking for every place where AI can allow sellers and customer success reps to be more engaged with customers."

Rob Giglio

Chief Customer Officer, Canva

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"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more

Team it up with more human resources agents

Applicant · Sr EngBook interviewReject — no match

Candidate Screener

Screens inbound applicants against the role.

Review · H1

Review Prepper

Assembles review packets with goals and feedback.

Security training 92%
3 overdue · Security
Reminders sent to 3
Deadline Fri

Compliance Tracker

Tracks mandatory training and flags the gaps.

August
MTWTF567891213141516
PTO approved

Leave Manager

Handles time-off requests and approvals.

Offer accepted
  1. 1
    Provisioned accounts
  2. 2
    Shipped laptop
  3. Orientation set

Onboarding Coordinator

Runs new-hire setup across every system.

32
Q1
38
Q2
42
Q3
eNPS +42

Engagement Pulse

Runs pulse surveys and surfaces sentiment.

Any slots this week?
Booked the panel for Wed 11am
Booked · Wed 11am

Interview Scheduler

Coordinates interview panels across calendars.

Every agent you add shares one stack

These agents all run on one platform: one gateway, one router, one eval suite, one audit trail. Every agent after the first ships faster.

  • Triggered by key events or signalslike Zapier
  • Given access to contextlike Zep
  • Connected to your appslike Composio
  • Access to all LLMslike OpenRouter
  • Performance evaluatedlike Braintrust
  • No-code agent builderlike Dust.tt
  • Coordinated into teamslike CrewAI
  • Chained into multi-step processeslike n8n
  • Kept alive through long-running worklike Temporal
  • Traced at every step of every runlike Langfuse

Put the Policy Answerer to work this quarter

We partner with enterprise teams to take this work off their plate. An agent built with you, proven against your quality bar, and live in weeks.