A demo is not evidence
An agent that looks right on ten examples can still post the wrong payment on the eleventh. We test on fresh, complete business worlds with problems planted where real ones hide.
PROVERON / COMPANY
Trust is earned on the records.
AI is learning to do real enterprise work, but PwC found that 89% of operations investments fail because off-the-shelf agents break on messy real-world records. Proveron provides the flight simulator to benchmark agents before production, safely implements the winners into enterprise workflows, and empowers global contributors across emerging markets.
Get in touch 12-MODEL BENCHMARK LIVE
FOCUSFinance and operationsWhere agent mistakes cost money
REACHGlobal South FirstWest Africa & Gulf beachhead to global
STAGEEngine liveEmpirical 12-model benchmark published
PRINCIPLEZero LLM judgesGraded strictly by ledger state deltas
01 / WHAT WE BELIEVEFour rules we hold ourselves to
Prove the agent can do the job, before it touches real work.
The records decide
A score comes from what the agent left in the books, checked against a proven answer key. No AI judge decides it, and every action can be replayed.
Practitioners set the standard
Accountants, tax advisers and trade specialists worldwide author and audit tasks through our Truth & Bounty Protocol, and are fairly paid.
Say what is not done yet
We publish status labels, limits and our own mistakes. No number appears on this site unless we measured it, with its date.
02 / WHAT WE BUILDOne engine, three steps toward production
From test, to trial, to deployment.
Each step uses the same tools, rules and records, so what an agent proved in testing is what it is allowed to do in production, and production failures become new tests.
Continuous CI/CD & Stress-Testing
Simulated companies with planted traps and messy documents, graded deterministically for teams building and optimizing AI agents.
LIVE · BENCHMARK ACTIVEEnterprise Implementation & Brokerage
We benchmark candidate agents on your exact workflow, run a read-only shadow trial on your past records, and oversee a safe, governed rollout.
ACTIVE PILOTSVerifiable Environments for AI Labs
Thousands of seed-isolated enterprise reasoning environments with zero LLM judge, distributed via Prime Intellect Hub and Gymnasium.
READY FOR LICENSING03 / WORK WITH USRemote-first
People who know how the work is really done.
Global Practitioners
Accountants, auditors and tax specialists who plant and audit operational traps in our Bounty Network. Remote and paid per verified task.
Join bounty networkEngineers
Python, simulation, and RL environment engineering. Introduce yourself for our engineering roadmap.
Introduce yourselfAdvisors & Partners
Senior leaders in banking, enterprise finance, and regulation helping us anchor statutory ground truth.
Get in touch04 / STRAIGHT ANSWERSQuestions we are asked
The short version.
Do you have customers yet?
Not yet. The engine, quality checks and expert portal are built; the first practitioner-reviewed tasks and benchmark runs come before any customer claim appears here.
Where does your data come from?
From people who agree to contribute it and are paid: professionals recording their workflows, people using local software, speakers of local languages. Every item carries its consent and permitted uses. Test worlds are generated, client records are never used, and a customer's own workflow is copied only with their agreement.
Where do you operate?
Proveron is a global company focused on the Global South: Africa, the Middle East, South Asia, Latin America and Southeast Asia, where most of the world lives and where AI training data is thinnest. We start with finance in West Africa and the Gulf, then add countries, professions, systems and languages.
Who are your advisors?
Advisors are named here only after they have agreed in writing.