Document Q&A Agent
Answers from your documents, and says nothing when they do not answer
5 of 8 questions need attention.
8 questions checked. 5 flagged. The largest gap is 29 days.
Start with How long does invoice approval take. HR has the most flagged.
Whether an answer is correct is for its owner; the list shows which questions are open, unsourced or unconfirmed.
Why rows were flagged
- Unanswered for over 7 days33%
- Answered without a source33%
- Not confirmed by an owner33%
Value flagged by Topic
- HR2
- Finance1
- Support1
- Legal1
Items to act on, worst first
| Item | Topic | Value | Days waiting | Why |
|---|---|---|---|---|
| How long does invoice approval take | Finance | 1 | 29 | Unanswered for over 7 days |
| What are the remote work rules | HR | 1 | 28 | Unanswered for over 7 days |
| When is a refund allowed | Support | 1 | 0 | Answered without a source, Not confirmed by an owner |
| How long is data kept | Legal | 1 | 0 | Answered without a source |
| What is the notice period | HR | 1 | 0 | Not confirmed by an owner |
What to do this week
- Resolve How long does invoice approval take first: it is the most urgent on the list.
- Fix the data or the status on every flagged row, then re-run.
- Re-run this check every time the list changes, before it reaches a decision.
Do
- Fix the highest-risk item first, then run the check again on fresh data.
Don't
- Don't act on one row alone: open the source record first.
How to improve
- Add more detail per row (owner, date, source) so the next report can trace each item.
- Add a second period of data so the next report can show whether things are improving.
Demo
Overview
Asking questions of your own documents is one of the largest demands in this whole market, and almost every implementation shares one silent failure: when the documents do not contain the answer, the model answers anyway — from what it knows about the world, in exactly the confident voice it uses when quoting your own contract. The reader cannot tell which is which, which makes it worse than a search box, because a search box that finds nothing says so.
This answers only from what it retrieved, and quotes it. Every claim carries the passage and the document it came from, so an answer can be checked in seconds rather than trusted.
When your documents do not answer the question, it says so and stops. It also says when they answer it in two different places with two different answers, rather than silently picking one — because in a company that has been running for a few years, contradictory documents are not an edge case, they are the normal state, and choosing between them is not a machine's job.
Benefits
Answers people act on
Because each one is traceable to a line in a real document.
The same answer every time
Whoever asks, and whoever is on holiday.
You find your own gaps
The questions nothing answers are the documents you are missing.
What it does
Quotes the passage behind every claim
An answer you can check in seconds rather than one you have to trust.
Stops when the documents are silent
The whole product. Every other implementation answers from general knowledge in the same confident voice.
Reports contradictions instead of choosing
Two documents with two answers is the normal state of any company a few years old. Picking one is not a machine's job.
Answers from current versions only
A superseded policy cannot be quoted back at you, because it is never retrieved.
Respects who is asking
It can only reach documents the person asking is allowed to open. That is enforced outside the agent.
Says what would answer it
When nothing covers the question, it names the document that would.
What this changes
What this changes about your week
- It takes over
- Interrupting the person who knows, or reading forty pages to find one line.
- Done today by
- Everyone, several times a day.
- How often
- Continuously.
- Typical manual effort
- Minutes each time, from two people instead of one.
Why Customer support in particular. Every other implementation answers from general knowledge when your documents are silent, in the same confident voice it uses to quote your contract — and the reader cannot tell the difference.
Runs unattended
Started by you or by an event, and it finishes on its own. Nothing waits for someone to be at a desk.
The same standard every time
The two-hundredth item is held to the bar the first one was. Consistency is the part people cannot sustain.
It cannot act on its own
Document Q&A Agent has no path to sending, spending or committing. That limit is why its output is safe to act on.
How it runs
This agent runs server-side through the PROMIVO runtime. Each run is logged step by step and every tool call is permission-checked before it executes.
- 1InputValidated against the agent input schema
- 2Modelclaude-opus-5 with automatic fallback
- 3Toolssearch_knowledge
- 4PermissionsRuns READ actions automatically; anything higher waits for approval
- 5OutputStructured result matching the output schema
- 6LoggingTokens, duration and every step recorded
Requirements
Integrations
No integrations required.
Before you start
- A knowledge base holding the documents
- The question
- Requires the Starter plan or higher
Use cases
Internal helpdesk
Policy and process questions, answered from the policy.
Onboarding
New starters ask the documents instead of interrupting someone.
Contract and policy lookup
What does our agreement actually say about this.
Pricing
Starter
Billed monthly through your PROMIVO subscription. Cancel at any time.
Runs consume your plan allowance for agent executions and tokens. See plan limits
FAQ
What happens when the answer is not in our documents?
It says so and names what would answer it. It will not fall back on general knowledge — that is the failure this exists to avoid, and it is invisible to the person reading.
Can it see documents a person should not?
No. Retrieval is scoped to what the person asking may open, and that is enforced in the retrieval layer rather than by instructing the agent. An instruction can be talked around; a permission check cannot.
What about outdated documents?
Superseded versions are never retrieved, so a withdrawn policy cannot be quoted back at you. The old text is kept, so an answer given last month can still be explained.
Reviews
Reviews open once customers have run this agent.
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