Manage data intakes and prioritize tasks in an AI-powered system built with AI you customize to fit your team's reporting workflow.


Customize your ad hoc query request tracker setup with the exact steps and views your team needs. Add features as processes evolve—no code needed.






Connect SQL logs, ticketing spreadsheets, and task lists with real-time sync—or manage everything in Softr Databases. Create a single source of truth for your business.
Give each teammate the right tools and access. Set up secure logins, user groups, and granular permissions—no IT support or dev work needed.
Give different team members tailored access and dashboards, so data engineers see technical details while managers see high-level progress.
Give different team members tailored access and dashboards, so data engineers see technical details while managers see high-level progress.
Streamline your query intake with Softr Workflows. Trigger native notifications for new requests or status changes to keep stakeholders informed.
Review and approve urgent data requests on the go. Specialized dashboards for your ad hoc query request tracker are mobile-ready out of the box.
Use Google, email, or SSO logins to give your analytics team fast, secure access to the tracker—no IT tickets or complex setups needed.
Keep sensitive query data and requests safe with SOC2 and GDPR compliance, plus fine-tuned access control at every granular level.
No more one-size-fits-all tools or costly custom builds. Softr is easy to use and fully customizable, so you can launch faster, adapt as you grow, and skip the complexity of traditional software.

Build your ad hoc query request tracker in minutes with AI—no manual configuration or complex setup required.

Add features like approval workflows, documentation storage, or automated notifications as your needs evolve.

Start with a query tracker, then add developer dashboards, project forms, or internal tools—all in one place.
Co-build with AI
Simply describe what you need. Let Softr handle everything - Interface, database, workflows.
Iterate with AI or visually
Control most critical parts of your app yourself - roles, permissions, security.
Ship the same day
Invite team members or external clients and partners right away. No developer handover.
Use drag-and-drop blocks to build a portal that looks sleek and modern out of the box. Add only the features you need, and iterate as your workflows evolve.




An ad hoc query request tracker is a specialized task management space where data teams or research departments can receive, prioritize, and manage unplanned data requests. It centralizes incoming tickets for custom reports, SQL queries, or data analysis, moving away from disjointed Slack messages or emails. This ensures that every data request is documented, assigned, and tracked through to completion, providing better visibility for both the data analyst and the stakeholder.
Softr is the first AI-native platform for building business software, making it the ideal choice for creating an ad hoc query request tracker that fits your data team's specific workflow. You can describe your requirement—such as 'I need a queue for SQL requests with priority levels and analyst assignments'—to the AI Co-Builder to instantly generate your database, request submission pages, and specialist dashboards, all securely connected.
You don't need to write a single line of code. You can start by generating with AI to capture fields like 'query purpose' or 'date needed,' use a template, or build from scratch. Everything runs on Softr Databases, the native relational database built into the platform, or you can connect external tools like Airtable, Snowflake (via API), or Google Sheets. You have full control to adjust the request flow visually, decide which stakeholders can see the status of their tickets, and brand it to match your company's internal tools. It’s quick to launch, easy to iterate on as your team grows, and flexible enough to handle complex reporting pipelines.
You can include a wide range of features in your ad hoc query request tracker to streamline how data tasks are handled. A great tracker usually mixes classic task management blocks with AI-powered data intelligence:
- AI-Powered Intelligence – Use Ask AI to let managers query the status of their requests conversationally, or set up Database AI Agents to automatically categorize request urgency based on the user's description.
- Vibe Coding Blocks – Build custom UI elements—like a dynamic SQL snippet previewer or a data-schema reference guide—using the AI Code block to "vibe code" exactly what your analysts need.
- Softr Workflows – Build native automations (like sending an automated Slack alert when a query status changes to 'Completed') that trigger notifications whenever a record is updated.
- User Portals & Logins – Securely manage access so requesters only see their own tickets while the data team sees the full global queue.
- Forms & Data Collection – Capture technical requirements with custom forms including file uploads for mockups and conditional logic to determine the data source needed.
- Dashboards & Charts – Visualize your team's performance, such as average turnaround time or volume of requests by department, with real-time charts.
- Lists & Advanced Filtering – Display and manage the backlog with searchable tables, Kanban boards for sprint planning, and detailed record views for specific query parameters.
Everything is built using Softr's drag-and-drop blocks, so you can create these features without writing code.
Vibe coding is all about moving fast and using AI to build the exact task management flow you need. You can "vibe code" an ad hoc query request tracker in Softr by simply describing your requirements—like 'a dashboard for analysts to claim tickets and upload CSV results'—to the AI Co-Builder. Softr then generates a production-ready tracker on top of a stable, secure foundation.
Unlike other tools that just generate raw, fragile code, Softr handles the 'boring 80%'—like analyst authentication, request database logic, and permission levels—natively. This means you get the speed of vibe coding without the technical debt of managing custom code. You describe the request workflow, Softr builds it, and it’s ready for your stakeholders to start submitting queries instantly.
Yes. You can manage requests from multiple departments—like Marketing, Sales, and Finance—in a single tracker. Each user only sees the queries they have submitted and the progress updates relevant to them, based on their login and department role. This is perfect for centralized data teams serving an entire organization, ensuring sensitive data requests remain private to the requesting team.
Yes, you can. You don't need an existing database to start building with Softr. If you're building a brand new ad hoc query request tracker, you can use Softr Databases, which is built into the platform and handles relational data like 'Requests' linked to 'Analysts' perfectly.
But if you already have a backlog of tickets in tools like Airtable, Google Sheets, or HubSpot, you can connect those too. You can even use the REST API connector to push finished query results from your data warehouse. Either way, you have total control over how your request queue is structured and displayed.
Softr Databases is the recommended native, relational data source for your ad hoc query request tracker. It is built specifically for internal business apps, offering high performance for task management and instant automation triggers when new requests are submitted.
If you store your technical task data elsewhere, Softr connects to 17+ external sources including Airtable, Google Sheets, HubSpot, SmartSuite, and BigQuery. You can even integrate multiple sources into one app—for example, your tracker could pull user details from HubSpot while storing the query metadata in Softr Databases. Most sources support real-time, two-way sync, so when an analyst marks a query as 'In Progress,' the source data updates automatically.
Yes, Softr gives you full control over how stakeholders interact with your query tracker. You can customize the layout, submission forms, and navigation to match your internal branding. Each page or block can be visibility-controlled; for instance, you can hide the 'Query SQL' field from the requester but show it to the data analyst assigned to the task.
You can also set up granular user roles—such as Requester, Analyst, or Data Head—and define exactly what each role can view or edit. Requesters see only their own submissions, while internal analysts can manage all incoming records. This keeps your request pipeline clean, secure, and tailored to the technical level of each user.
Yes, you can fully white-label your ad hoc query request tracker. You can use your company’s logo, specific brand colors, fonts, and a custom domain (e.g., requests.yourcompany.com) to make the tracker feel like an official internal tool. You can remove all Softr branding so your colleagues experience a seamless, professional environment when requesting data.
Yes, you can. Softr provides the flexibility to control the visual design and structural layout of your request tracker. You can adjust the interface to match your team's preference, selecting which blocks appear to users upon login.
To manage your query data, you can choose from various UI blocks:
- Table blocks – to show a high-level overview of the entire query backlog
- Kanban blocks – to move requests through stages like 'Backlog,' 'Running,' and 'QA'
- Detail View – to show the full technical specs and code for a single query
- Forms – for stakeholders to submit new ad hoc requests easily
- Charts – to track your team's weekly throughput and request volume
- Calendar blocks – to see upcoming deadlines for time-sensitive reports
If your intake process changes, you can simply update the blocks in the visual builder without needing to redeploy code.
Softr is built with enterprise-grade security. All data is encrypted in transit and at rest, ensuring your internal business queries remain private. You have full control over data access through role-based permissions; you can ensure that only your data team can see high-level metadata or sensitive query parameters.
For trackers using Softr Databases, data is stored securely in Europe (Germany) with SOC 2 Type II compliance. For trackers connected to external sources like Snowflake or SQL via API, Softr doesn't store your sensitive business data—it simply displays it in the interface based on your specific visibility rules. You are always in control of who can submit, view, or edit a query request.
It is fully production-ready. While many AI generators only provide a visual mockup, Softr builds your ad hoc query request tracker on a stable, business-grade foundation intended for daily use.
We handle the 'boring 80%'—including secure login, team permissions, and database hosting—natively. This means your team can start submitting and fulfilling real data requests from day one without worrying about the instability of raw, AI-generated code snippets. It is a scalable solution that grows with your team's request volume.
Softr is the first AI-native platform for building specialized business software like query trackers. Unlike general task managers that aren't customizable or traditional no-code tools that are complex to learn, Softr's AI Co-Builder creates a tailored app for your specific request workflow in minutes.
The hybrid advantage allows you to generate the database and interface with AI, then use visual controls for precise management. You get the speed of AI with the reliability of built-in business features like SSO, granular user roles, and native hosting. It is built for data leads and department heads who need a professional tool without waiting for IT dev cycles.
Yes. Softr supports powerful native workflows and integrations to connect your query tracker to your existing toolchain. You can automate tasks like triggering a notification in a specific Slack channel when a high-priority query is submitted or syncing completed request data back to a dashboarding tool like Tableau.
You can also use webhooks or the REST API for advanced technical workflows, such as automatically logging a completed query in a GitHub repository. Softr allows you to build a fully automated request-to-delivery pipeline without writing any code.
Go from idea to a live tracking tool in under an hour. Build and customize your system without code.