Paraxis Investment Data Solutions

What we do · Audit defense

The audit letter is on the desk.
Answer it from evidence.

Exchange and vendor audits are rising in frequency, scope, and lookback, and several counterparties now audit from both directions at once. Paraxis has defended 40+ exchange and vendor audits in the last decade: readiness before the letter, a controlled response after it, and a settlement built on the entitlement record.

The enforcement climate

Why the letters keep coming.

  • Enforcement is a revenue line

    Market data vendor, stock exchange, and index audit activity jumped an estimated 40% in 2025. Audits are no longer an occasional compliance exercise; they are a monetized program with dedicated staff, third-party audit firms, and recovery targets.

  • Audits come from two directions

    Exchanges enforce market data policies (NYSE, Nasdaq, Cboe, CME, ICE) and vendors enforce license terms (Bloomberg, LSEG, S&P, MSCI, FactSet). Several names sit in both columns: ICE and LSEG run exchanges and sell data, and they audit on both fronts, sometimes in the same year.

  • The lookback reaches back further than your records

    Five-plus-year lookbacks are now standard. The evidence that decides the finding is historical: who was entitled to what, on which system, under which contract version. Firms that cannot produce that record inherit the auditor’s assumptions, and the auditor does not assume in your favor.

  • The AI dimension

    Unlicensed data powering AI tools is the newest discovery target. Inference workloads, agent tools, and machine-consumer distribution open licensing categories most contracts never contemplated. Vendors are deploying AI to detect unlicensed use; the defense file has to answer for machines as well as people.

The methodology

Four phases. Before, during, and after the letter.

  • 01

    Pre-audit readiness

    The cheapest audit is the one you are ready for before the letter arrives. We build the entitlement inventory, reconcile it against actual usage, and surface discrepancies before a vendor auditor finds them.

    • Complete entitlement inventory at user, terminal, and API level
    • Usage reconciliation against contract terms and declared counts
    • Discrepancy detection and remediation ahead of vendor contact
    • AI use-case exposure (inference, agent tools, machine-consumer distribution) surfaced ahead of vendor discovery
    • Standing audit-defense file maintained as a current artifact, not a fire drill
  • 02

    Audit response management

    When the letter lands, we run the response. One point of contact, a controlled information flow, and a timeline the firm sets rather than accepts. Nothing leaves the building unreviewed.

    • Scope challenge: the audit covers what the contract says it covers
    • Single controlled channel for auditor requests and responses
    • Data-production review before anything is handed over
    • Timeline management that protects the operating calendar
  • 03

    Defense and counter-claim

    Findings are positions, not verdicts. We answer them with entitlement evidence, usage data, and contract language, and we bring the counter-claims most firms never realize they hold.

    • Finding-by-finding rebuttal built on the entitlement record
    • Contract language read against the claim, including audit, redistribution, and assignment clauses
    • Counter-claim analysis: over-billing, service failures, and mischarged categories
    • Settlement negotiation, including folding legacy disputes into the next renewal
  • 04

    Prevention

    The finding you settle twice was never defended, only postponed. We remediate the root cause, stand up the controls, and hand back a file that makes the next audit start from evidence.

    • Root-cause remediation of the practices behind the findings
    • Policy and procedure development for ongoing compliance
    • Monitoring cadence so drift is caught internally first
    • Documentation that survives staff turnover

What the work produces

The record decides the outcome.

  • 40+

    Audits defended

    Exchange and vendor audits defended in the last decade, across both sides of the enforcement table.

  • Contained

    Liability exposure

    Findings answered from the entitlement record and settled as commercial negotiations, not assessed penalties.

  • Standing

    Defense file

    An audit-defense file maintained as a current artifact. The next letter is answered from evidence on hand, not a six-week scramble.

  • Fewer

    Repeat findings

    Root causes remediated and controls documented, so the same finding does not fund the auditor twice.

Who holds the letter

Three seats feel an audit. We work for all three.

  • Head of Market Data / Operations

    Runs the response. Owns the entitlement systems, the usage data, and the vendor relationship that has to survive the audit. We supply the evidence structure, the vendor playbook, and the second chair.

  • Head of Compliance / CRO

    Owns the audit risk itself: the exposure number, the regulatory adjacency, and the board question that follows both. We give the risk owner a defensible file and a documented process, so the answer to “how bad is it” is a number with evidence behind it.

  • CFO / Head of Finance

    Funds whatever the audit concludes. A defended audit is the difference between a negotiated commercial outcome and an assessed one. We keep the CFO briefed in settlement terms, not entitlement jargon.

Further reading

Questions we get asked

Six questions, answered before the letter arrives.

  • Who audits market data usage?

    Audits come from two directions. Exchanges enforce their market data policies: NYSE, Nasdaq, Cboe, CME, and ICE. Vendors enforce license terms: Bloomberg, LSEG, S&P, MSCI, and FactSet. Several names sit in both columns. ICE and LSEG run exchanges and sell data, and they audit on both fronts.

  • What should we do in the first two weeks after an audit letter arrives?

    Read the audit clause in the contract before the questionnaire. Appoint a single point of contact so nothing is answered twice or differently. Reconstruct the entitlement record. Answer what was asked and nothing more. Agree a time box for the audit with the counterparty. Those five moves set the trajectory for the months that follow.

  • How long does a market data audit take, and how far back does it look?

    Remote-first audits now commonly run for months and can stretch past a year. Lookbacks of five or more years are standard, and interest on adjustments commonly accrues monthly. The duration is driven mostly by how quickly the firm can produce a clean entitlement record.

  • Can we prepare before a letter arrives?

    Yes, and it is the cheapest point to act. A pre-audit readiness assessment reconciles entitlements against actual usage, closes discrepancies before an auditor finds them, and produces a standing audit-defense file that is current when the letter lands rather than assembled under deadline.

  • Does Paraxis contest findings and negotiate the settlement?

    Yes. Findings are answered from the entitlement record, usage data, and contract language, and counter-claims are raised where the record supports them. Legitimate findings are settled with the vendor relationship intact and the prevention documented so the same finding does not repeat.

  • Do AI tools and machine-consumer applications create audit exposure?

    Increasingly, yes. Vendors now audit for model inference, agent tools, and machine-consumer distribution that existing licenses do not cover. Paraxis surfaces that exposure ahead of vendor discovery and reads AI use rights into the license at the next renewal rather than leaving them ambiguous.