TL;DR for Busy Teams
Driven
Driven is your end-to-end partner for sales comp, with the software included. We build your comp agent with you, clean your data, run every calculation and keep improving the plan. You check and approve. The AI agent explains every payout to your reps, and a deterministic engine does the math. We connect to your data wherever it lives: natively to HubSpot and Salesforce, and to any other system through API and MCP. You can start free and go live in days.
Who should choose Driven:
Teams that don't want sales comp to be anyone's side job. Your data can sit in HubSpot, Salesforce, a billing tool, an ERP or a Google Sheet. We build the connection for you. If you also want to change plans by telling us what to change and want to start free, Driven is built for you. You review and approve, we do the rest.
Qobra
Qobra is a no-code commission platform. It features a drag-and-drop plan editor, rep statements and approval workflows. It offers prebuilt integrations with CRM, HRIS, payroll and data warehouses, and added three AI agents on top of it.
Who should choose Qobra:
Teams that want prebuilt HRIS and payroll connectors to configure themselves, built-in accruals or leaderboards today. It also fits teams that want a guided rollout.
Compare Features
How Driven compares to Qobra
Both platforms automate commission calculations, give reps a view of their earnings and use AI to help build and explain plans. Here’s how they differ.
Criteria
Driven
Qobra
Approach
Core approach
End-to-end partner
We build your comp agent with you, connect your data, run the process every month and keep improving it. The software is how we deliver.
No-code platform
A no-code plan builder, with three AI agents added to it.
AI and trust
Role of the AI
The AI agent is how our team delivers. It designs and updates plans, explains payouts, traces every number to its source and nudges reps. A person confirms before anything reaches a rep or a payout.
Architect builds and edits plans. Analyst flags errors and builds reports. Sales Coach answers rep questions. Payouts need human validation.
Payout calculation and transparency
The AI agent builds the plan and never calculates the payout. Logic sits in Excel-style formulas you can read and edit. We run the calculations every month. You check and approve.
Traceable agent actions, version control and calculation breakdowns on statements.
Getting started
Time to go live
Days
We connect your systems, clean your data and set up your plans. Upload a PDF, spreadsheet or contract, and the agent structures it.
Weeks
First plan in about 48 hours. Qobra cites about two weeks on average.
Who builds and changes plans
Describe a plan or paste a contract, and we build it. When the plan changes, you tell us and we make every change for you.
A drag-and-drop editor and the Architect agent. A dedicated customer success manager leads onboarding.
Pricing and trial
Free Starter plan for up to 3 seats and 1 comp plan. Pro and Enterprise on request.
Quote-based, per user. Demo and product tour, a dedicated CSM and support are included in the subscription.
Plans and payouts
Plan types
Tiers and accelerators, quota and OTE logic, SPIFs, split commissions, per-role plans and any cadence. Our team builds edge cases with you.
Tiers and accelerators, SPIFFs, draws, ramps and conditional logic.
Modeling and testing
Plan changes can be modeled on historical payouts before launch. We run the model and walk you through the result.
A sandbox simulates plans on historical data.
Approvals and audit
Rep, manager and finance approval, including in Slack. Approved payouts lock, and corrections arrive as clawbacks or true-ups. Full audit trail.
Multi-level approval (rep, manager, finance, HR) with lock and validation. Clawbacks, true-ups and an audit trail.
Finance and accounting
Multi-currency and custom fiscal years on Enterprise. Per-deal and per-period data export for accruals.
Multi-currency, with accruals and ASC 606 data built in.
Rep experience
Explaining payouts and disputes
A per-deal "why did I earn this?" breakdown. Reps ask the agent, and the answer traces back to the deal. A wiki and flowchart update on every plan change.
Calculation details on statements, plus the Sales Coach agent. Reps raise requests and discussions inside the statement.
Where reps see their pay
Web app, Slack, and inside HubSpot and Salesforce through a free Chrome extension.
Web app, email notifications, a Slack integration and a Salesforce embed.
Forecasting and motivation
Live pipeline forecast. Reps ask the agent what a deal would pay. Slack nudges, win notifications and weekly recaps.
Rep what-if simulation, leaderboards and in-app challenges.
Integrations & Reporting
CRM and workflow
Native HubSpot and Salesforce, where a changed deal updates payouts instantly. Any other CRM is connected through API or MCP, built by us. Slack for alerts, nudges and approvals.
Prebuilt connectors for Salesforce, HubSpot, Dynamics, Pipedrive, Zoho and Odoo.
Other integrations
Any system you use. We build the connection with you: billing, invoicing, ERP, HRIS, payroll, a Google Sheet or an in-house tool through API. Plus Slack, financial and accounting tools, and CSV import.
Prebuilt connectors for HRIS and payroll (Workday, BambooHR, HiBob), data warehouses, SFTP, a public API and e-signature commission letters.
Reporting
Management reports, ROI per rep and behavioral signals. Custom reports for leadership, built by us. Connected to Claude and ChatGPT over MCP for custom reports, payout breakdowns and plan changes.
Custom reports and dashboards. An MCP server for Claude, ChatGPT, Gemini and Copilot.
Comparison based on publicly available information as of October 2026. Spotted something out of date? Tell us and we'll fix it.
Key differences
Why choose Driven as a Qobra alternative
Traditional platforms calculate commissions and call it a day. Driven is an AI-native co-worker that builds, monitors, and optimizes your entire compensation strategy.
Trusted by leaders at:
Which one is right for you?
Choose Driven if…
- You don't want comp to be anyone's side job. You review and approve, we do the rest.
- You want to be live in days. We connect your systems, clean your data and set up your plan.
- You want a trust model you can explain to Finance. The AI agent builds the plan, and the math stays deterministic.
- Your data lives in more than one place. HubSpot and Salesforce are native, with a Chrome extension on top, and we build the connection to anything else: billing, ERP, HRIS, spreadsheets.
- Your reps work in Slack. They get answers, alerts and approvals there.
- You want to start free. Test your own plan before booking a call.
Choose Qobra if…
- You prefer a guided rollout, then to run the platform yourselves. A dedicated customer success manager leads onboarding.
- You want a prebuilt CRM connector. For Dynamics, Pipedrive, Zoho or Odoo. All are supported out of the box.
- You need prebuilt HRIS and payroll connections. Workday, BambooHR, HiBob and others are covered.
- You want leaderboards and in-app challenges. They support a gamified rep experience.
- You need a data warehouse, SFTP or a public API. These are core inputs.
Trusted by teams who run revenue
FAQ
Frequently Asked Questions
How does Driven's pricing compare with Qobra's?
Driven has a free Starter plan for up to 3 seats and 1 comp plan. Pro and Enterprise add guided or dedicated setup, with pricing on request. Qobra is quote-based and priced per user, with a demo and product tour but no free plan.
How is Driven's AI agent different from Qobra's AI agents?
Driven's AI agent is part of how our team delivers. It builds plans from plain language, explains payouts, traces numbers to the deal and nudges reps. A deterministic engine calculates every payout. Our sales comp experts run it for you, so you review the results instead of operating a tool. Qobra offers three agents: Architect builds plans, Analyst flags errors and builds reports, and Sales Coach answers rep questions.
How long does it take to go live with each?
Driven goes live in days. Aikido Security had 120+ reps running within a week of connecting HubSpot. Qobra builds a first plan in about 48 hours, and a full rollout takes 2–8 weeks. Clean data and documented plans speed up both.
Does Driven work with my CRM?
Yes. HubSpot and Salesforce are native: deals sync in real time, and any deal property can drive a plan. For anything else, such as another CRM, billing, invoicing, an ERP, HR data or a Google Sheet, we build the connection for you through API, MCP or our agent. Data is not a bottleneck with Driven, and you are not limited to a list of prebuilt connectors.
How does Driven integrate with other systems?
Driven works differently. Instead of a fixed list, we build the connection with you, so the data your plan needs is in place whatever system it sits in. That means native HubSpot and Salesforce, and anything else through API, MCP or our agent. Bring your system list to the demo and we’ll show you how we’d connect it.
Can Driven handle complex plans?
Driven handles tiers and accelerators, quota and OTE logic, SPIFs, split commissions and per-role plans. It also supports clawbacks and true-ups. For unusual edge cases, our team builds them with you. Bring your hardest plan to the demo.
Can I use Claude or ChatGPT with Driven?
Yes. Driven connects to Claude and ChatGPT over MCP. Ask for a payout breakdown, a plan change or a custom report in plain language, without opening Driven. Qobra also offers an MCP server, and it covers Gemini and Copilot too. The best test is to ask both tools the same question.
Does Driven connect to HR and payroll systems?
Not today. Driven focuses on CRM data from HubSpot and Salesforce, plus financial and accounting tools and CSV import. Qobra connects to Workday, BambooHR and HiBob. If HR or payroll data must drive your plans, raise it in the demo.
Does Driven support accruals and accounting needs?
Driven offers multi-currency and custom fiscal years on Enterprise. It also exports per-deal and per-period data for accruals.
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