User goal
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⌀ | Agentic complexity level
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Get the projects, invoices, project usage for the user [email protected] | Customer Support | 1. Information for User and all its relationships, 2. Projects for the user, 3. Invoices for the user, 4. Usage for the Projects for the user | Medium | Following connections | Multi-step retrieval |
How many support tickets were created in the last X days and how many of those are still open | Customer Support | 1. Tickets of last X days with their status (closed/open) | Low | null | Data aggregation |
Are there any customers on paid plan who have created support tickets in the last X days | Customer Support | 1. Tickets of last X days with the email of the submitter, 2. Get Users for those emails 3. Get Projects with Plans for those users | Medium | Following connections | Multi-step data retrieval |
Get top N customers with most requests | Customer Support | 1. ProjectIDs from Requests with requests sorted | Medium | Smart search strategy | Data aggregation |
Which free plan users have high usage | Customer Support | 1. Projects on "free" Plan 2. Requests for those projects | Medium | Following connections | Multi-step retrieval, Data aggregation |
What’s the median resolution time of our support tickets in the last X days | Customer Support | 1. Tickets of last X days with creation time. 2. Last comment of each ticket with creation time | High | Following connections, Compute, Smart search strategy | Data aggregation |
Which customers have created the most number of tickets | Customer Support | 1. All Tickets with their email/id | Medium | Smart search strategy | Data aggregation |
How many support tickets are related to downtime issues? | Customer Support | 1. All Tickets | Medium | Compute | Bulk classification |
Get all downtime issues since Aug 2023 and summarize key reason for downtime | Customer Support | 1. Tickets since Aug 2023 | Medium | Compute | Bulk classification |
Summarize the top complaints by users from support tickets in the last X days? | Customer Support | 1. Tickets of last X days with Ticket Comments | Medium | Compute | Bulk insights |
Categorize all tickets without type as one of operational, feature request, bug report, how-to or others. | Customer Support | 1. Tickets with type=null | High | Smart search strategy, Compute | Bulk classification |
Which users are at risk of churn, look at usage, support tickets, etc? | Customer Support | 1. Tickets from N days ago 2. Projects where Usage is low or zero 3. Projects where Errors are high | High | Following connections, Compute | Multi-step retrieval, bulk classification |
Get me summary of project usage for customers who have downgraded plans in the last 30 days | Customer Support | 1. Projects with Plan Changes for last 30 days. | Medium | Smart search strategy, Compute | Multi-step retrieval |
Which entitlements on paid plans are enabled for the least number of projects? | Customer Support | 1. Entitlements for paid plans from Project Entitlement Catalog. 2. Entitlement for each Project from Project Entitlement Access | High | Compute, Following connections | Bulk insights |
Can you figure out what all plans is “enable_collaboration” entitlement a part of? | Customer Support | 1. EntitlementID from Project Entitlement catalog 2. PlanID for EntitlementID in Plan Entitlement Access | Medium | Following connections | Bulk insights |
Give summary of what entitlements got added and what got removed for all the plans | Customer Support | 1. All Entitlements from Project Entitlements Catalog. 2. All Entitlements from Plan Entitlement Access | Medium | Compute | Data visualization |
Are there any support tickets that have not been responded to in the last X days | Customer Support | 1. Tickets and Ticket Comments of last X days | Medium | Smart search strategy | Bulk classification |
Give me a summary of project creations in last X days | Customer Support | 1. Projects created in the last X days | Low | null | Data visualization |
When did [email protected] signup | Customer Support | 1. User | Low | null | null |
How many projects did [email protected] create | Customer Support | 1. UserID from User 2. Projects with UserID | Medium | Following connections | Data aggregation |
Has [email protected] switched the type of plan for his project ? | Customer Support | 1. Get UserID from User 2. Get Projects with UserID 3. Get Project Plan Changes for ProjectID | Medium | Following connections | Multi-step retrieval |
Is [email protected] on a paid plan? | Customer Support | 1. UserID from User 2. Get Projects with UserID 3. Get Project Plan Changes for ProjectID | Medium | Following connections | Multi-step retrieval |
Which users have generated the most revenue? Look at invoices to compute revenue. | Customer Support | 1. Invoices and InvoiceItems grouped by CustomerID 2. User with CustomerID | High | Smart search strategy, Following connections | Data aggregation |
For all the base plan projects, get me their invoice amounts. | Customer Support | 1. ProjectIDs from Project Plan Changelogs where latest plan = "base". 2. Invoices for those projects | High | Smart search strategy, Following connections | Multi-step retrieval |
Get me all invoices data for [email protected] | Customer Support | 1. CustomerID from User 2. Invoices and Invoice Items for CustomerID | Medium | Following connections | Multi-step retrieval |
Help me prioritize support ticket #1234 amongst other open tickets based on user's plan, revenue and usage | Customer Support | 1. Tickets with status=open 2. Project from project_name or submitter email,3. Plan from Project 4. Invoices from project 5. Usage from Project | High | Following connections, Smart search strategy | Multi-step retrieval, Bulk classification |
Are there any support tickets similar to #1234 | Customer Support | 1. All Tickets with Ticket Comments | Medium | Smart search strategy | Bulk classification |
How many tickets since monday? | Customer Support | 1. Tickets since monday | Low | null | Data aggregation |
Any urgent tickets created today? | Customer Support | 1. Tickets created today | Medium | Compute | Bulk classification |
Give summary of all tickets created today | Customer Support | 1. Tickets created today | Low | null | Bulk insights |
Give summary of all tickets where customer responded today | Customer Support | 1. Tickets with Tickets comments (created today) | Medium | Following connections, Smart search strategy | Structured search, Bulk insights |
Get all tickets related to “mutations in mongodb” and summarize | Customer Support | 1. All Tickets | Medium | Smart search strategy | Bulk insights |
Is there any support engineer who has a lot of open support tickets assigned to them? | Customer Support | 1. Tickets with status=open | Medium | Smart search strategy/Compute | Data aggregation |
Help me assign a support engineer to ticket #1234 based on who has least open tickets assigned to them | Customer Support | 1. Tickets with status=open | Medium | Smart search strategy/Compute | Data aggregation |
Give me a summary of overall support satisfaction for gray-smith.com | Customer Support | 1. Emails/IDs for submitters from Acme.corp 2. Get Tickets with Ticket Comments by those users | High | Smart search strategy, Following connections | Bulk insights |
How many open tickets do I have, get me the last comment and summary from each of those | Customer Support | 1. Tickets with Ticket Comments where status=open and given AssigneeID | Medium | Smart search strategy | Bulk insights |
Get me all project details and usage stats for support ticket #1234 | Customer Support | 1. ProjectName/Email from Ticket 2. Project and Usage | Medium | Following connections | Multi-step retrieval |
What's the average time in responding to a support ticket? | Customer Support | 1. All Tickets with Ticket comments | High | Smart search strategy, Compute | Data aggregation |
Suggest an assignee for ticket #1234 based on who has solved similar cases in the past | Customer Support | 1. All Tickets with Ticket comments | High | Smart search strategy, Compute | Bulk classification |
Get all support tickets which have not been responded to at all | Customer Support | 1. Tickets with Ticket Comments | Medium | Smart search strategy/Compute | Multi-step retrieval |
For all tickets open for more than a week, tell me what they are blocked on? | Customer Support | 1. Tickets with Ticket Comments with status=open, creation date > one week | Medium | Smart search strategy | Bulk insights |
Get the support ticket where [email protected] had commented about performance issues with new update | Customer Support | 1. Tickets with Ticket Comments | Medium | Smart search strategy | Point search |
Schedule a meeting called Monthly Review on the coming Wednesday at 4 PM and invite Wile E Coyote. | Email + Calendar | 1. Create Event. 2. Create Event Attendee | Low | null | Action |
Move the Monthly Review meeting to 5 pm. | Email + Calendar | 1. Update Event | Low | null | Point Search, Action |
Send a reminder about the Monthly Review meeting 2 hours before it starts. | Email + Calendar | 1. Get Event 2. Create Reminder | Medium | Compute | Point Search, Action |
Find common time on Wile E Coyote and my calendar on Monday and schedule a meeting for 30 mins | Email + Calendar | 1. Get Events 2. Create Event | Medium | Compute | Point Search, Action |
When is my next meeting? | Email + Calendar | 1. Get Events | Low | null | Structured Search |
What does my schedule look like this week? | Email + Calendar | 1. Get Events in time range | Low | null | Data visualization |
Am I free at 3 PM on Thursday? | Email + Calendar | 1. Get Events in time range | Low | null | Structured Search |
Who all are invited to “Monthly Review” meeting? | Email + Calendar | 1. Get Event with `title` 2. Get Event Attendees for the event | Medium | Following connections | Structured Search |
How many hours of meeting did I have this week? | Email + Calendar | 1. Get Events in time range | Medium | Compute | Data aggregation |
How many hours of meeting with Acme.corp did I have this month | Email + Calendar | 1. Get Events in time range | Medium | Smart search strategy/Compute | Data aggregation |
Set up a recurring meeting called Stand Up at 9 am every weekday starting this Monday. | Email + Calendar | 1. Create Event | Low | null | Action |
Show me unread emails from the past week which are important/urgent. | Email + Calendar | 1. Get Emails in time range 2. Get Email Metadata | High | Following connections, Compute | Bulk classification |
Get [email protected]'s latest email | Email + Calendar | 1. Get Email | Medium | Smart search strategy | Structured search |
Send an email to [email protected] asking for an update on his last email | Email + Calendar | 1. Search Email, Create Email | Medium | Smart search strategy | Point search, Action |
Summarize the emails from [email protected] in the last week | Email + Calendar | 1. Get Emails in the last week from "[email protected]" | Medium | Smart search strategy | Bulk insights |
Remind me to follow up with [email protected] if he doesn't reply by Friday. | Email + Calendar | null | High | null | Future task |
How have I spent my time on meetings this month | Email + Calendar | 1. Get Emails in time range | Medium | Compute | Data visualization |
Who all do I email most often? | Email + Calendar | 1. Get all Emails | Medium | Smart search strategy | Structured search |
Show me all travel confirmations in my inbox this month. | Email + Calendar | 1. Get Emails in time range | Medium | Compute | Bulk classification |
What was that email I sent to [email protected] about submitting my application to business school? | Email + Calendar | 1. Get Emails from "[email protected]" | High | Smart search strategy, Compute | Point search |
Show me all emails about business school applications that I have recieved | Email + Calendar | 1. Get all Emails | High | Smart search strategy, Compute | Bulk classification |
Show me travel confirmation from American Airlines? | Email + Calendar | 1. Get Emails | High | Smart search strategy, Compute | Bulk classification |
Get all receipts from food orders this week | Email + Calendar | 1. Get Emails in time range 2. Get attachments | High | Following connections, Compute | Bulk classification |
List my Uber receipt numbers, price amounts, and destinations from the last month | Email + Calendar | 1. Get Emails in time range 2. Get attachments | High | Following connections, Compute | Bulk classification, structured information extraction |
Get my latest Brex statement | Email + Calendar | 1. Get Emails | Medium | Smart search strategy | Point search |
Summarize my upcoming business travel itinerary with flight numbers, hotels, car rentals, etc | Email + Calendar | 1. Get Emails | High | Smart search strategy, Compute | Point search, structured information extraction |
Generate an expense report from all purchase receipts in this month. | Email + Calendar | 1. Get Emails in time range 2. Get attachments | High | Following connections, Compute | Bulk classification, structured information extraction |
How many days did I spend traveling for business in the last quarter? | Email + Calendar | 1. Get Emails in time range | Medium | Compute | Bulk classification, structured information extraction |
Extract the invoice numbers, amounts, and due dates from the email titled "Vendor invoice" from last week | Email + Calendar | 1. Get Email 2. Get Attachments | High | Following connections, Compute | Structured information extraction |
Which emails from the last week need follow-up ? | Email + Calendar | 1. Get Emails in time range | Medium | Compute | Bulk classification |
Identify all emails where I committed to tasks and summarize any deadlines. | Email + Calendar | 1. Get Emails | Medium | Compute | Bulk classification, Bulk insights |
List all emails where I was cc’d in legal conversations in the past 6 months. | Email + Calendar | 1. Get Emails in time range | High | Smart search strategy, Compute | Bulk classification |
Find me the email where I spoke to Wile Coyote about pricing strategy | Email + Calendar | 1. Get Emails | High | Smart search strategy, Compute | Point search |
Get amounts and categorize all receipts from the last month into 'Meals,' 'Transport,' and 'Lodging' for expense filing. | Email + Calendar | 1. Get Emails in time range | Medium | Compute | Bulk classification, structured information extraction |
Get me the latest status on Acme opportunity | Sales | null | Low | null | Structured search |
Summarize any interesting lead or contact activities that I should look into | Sales | null | Hard | Smart search strategy, Compute | Multi-step retrieval, Bulk insights |
Go through the activities in Acme opp and summarize any action items or next steps | Sales | null | Medium | Following connections | Bulk insights |
Extract any common identified pain points for my opps | Sales | null | Medium | Compute | Clustering |
Go through all call transcripts with Acme opp and extract any MEDDPICC details | Sales | null | Medium | Compute | Structured information extraction |
Show all opportunities closing this month | Sales | null | Low | null | Structured search |
Are there any follow up tasks for me to be done today | Sales | null | Medium | Compute | Bulk insights |
What’s the average length of our sales cycle this quarter | Sales | null | Medium | Compute | Data aggregation |
What’s the average length of our sales cycle this year | Sales | null | High | Smart search strategy, Compute | Data aggregation |
What renewals are coming up in the next 30 days | Sales | null | Medium | Compute | Structured search |
What deals are set to close this fiscal quarter | Sales | null | Medium | Compute | Structured search |
How many accounts do we have where XYZ=true | Sales | null | Low | null | Structured search |
How many accounts with ACBD=true are assigned to Wile | Sales | null | Medium | Smart search strategy | Structured search |
How long did it take to close Acme 2024? | Sales | null | Medium | Compute | Data aggregation |
How many accounts does Wile own? | Sales | null | Low | null | Data aggregation |
How many leads were created this week? | Sales | null | Low | null | Data aggregation |
What is the breakup of lead sources this week? | Sales | null | Medium | Compute | Data visualization |
Can you summarize lead sources for this week? | Sales | null | Medium | Compute | Bulk insights |
When was the last email from Acme opp | Sales | null | Medium | Smart search strategy | Structured search/Point search |
Are there any next steps for an opp which doesn't have a corresponding task created ? | Sales | null | Medium | Following connections | Bulk insights |
How many deals have been won by sales representatives this quarter? | Sales | null | Medium | Compute | Structured search |
Provide a summary of the first renewal for Acme | Sales | null | Medium | Compute | Point search |
When was the last touchpoint with Acme | Sales | null | Low | null | Structured search |
What happened in the last touch point with Acme | Sales | null | Medium | Following connections | Multi-step retrieval |
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Agentic Data Access Benchmark (ADAB)
Agentic Data Access Benchmark is a set of real-world questions over few "closed domains" to illustrate the evaluation of closed domain AI assistants/agents. Closed domains are domains where data is not available implicitly in the LLM as they reside in secure or private systems e.g. enterprise databases, SaaS applications, etc and AI solutions require mechanisms to connect an LLM to such data. If you are evaluating an AI product or building your own AI architecture over closed domains, then you can use these questions/nature of questions to understand the capabilities of your system and qualitatively measure the performance of your assistants/agents.
ADAB was created because of severe short-comings found in closed domain assistants in the wild. We found that apart from few basic canned questions or workflows, the assistants were struggling to do anything new. This was found to be because the assistant is not connected to sufficient data and is unable to perform complex or sequential operations over that data. We call the ability of an AI system, given the description of data, to agentically use and operate on that data as agentic data access.
Learn more
Learn more about agentic data access and the benchmark here: https://github.com/hasura/agentic-data-access-benchmark
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