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Home Compliance

Uh-Oh, You Built a Compliance Automation Tool & Everybody Hates It

When the parallel run has no exit criteria, it stops being a safety net and becomes the process

by Sumit Sharma
March 23, 2026
in Compliance
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The compliance automation trust gap has two sides, technology risk and compliance leader Sumit Sharma argues: control owners who built their professional identity around manual processes and auditors whose review methodologies were developed around human-prepared documentation. What does it take to build the bridge?

Most compliance automation projects don’t fail on the technical side. The integrations work. The monitors fire. The dashboards populate. The failure happens when control owners keep running their manual processes in parallel, when auditors request the “real” evidence behind the automated output and when leadership can’t tell whether the system is actually reducing risk or just generating reports nobody reads.

This is the trust gap, and it’s where compliance automation programs go to stall — or die.

Control owners don’t trust what they didn’t build

Control owners who spent years assembling evidence packages manually have deep institutional knowledge about what auditors actually look for, which edge cases trip up reviews and where the documentation tends to fall short. When an automated system takes over that process, it doesn’t just replace a human-completed task. It displaces expertise that those individuals built their professional identity around.

The resistance is rarely overt. Control owners don’t say they don’t trust the system. They say things like “I just want to double-check the output” or “Let me run my process alongside it for one more cycle.” Months later, they’re still running both. The automation exists, but the manual effort never went away. 63% of organizations cite the complexity and disaggregation of data across the enterprise as a top barrier to effective compliance activities. When compliance teams can’t easily access and trust the data feeding automated systems, skepticism about the outputs is a rational response.

Auditors don’t know what to do with evidence nobody touched

The second trust gap sits on the consumption side. Auditors developed their review methodologies around human-prepared documentation. They know how to evaluate a screenshot with a timestamp. They know how to read a narrative that a control owner wrote explaining what happened during a review cycle. When evidence arrives as a system-generated log with no human narrative attached, auditors face a methodological question they may not have a ready answer for: How do I validate that this output actually proves the control operated effectively?

This isn’t an unreasonable concern. Automated evidence can obscure the judgment calls that make controls meaningful. A system might confirm that access reviews were completed on schedule without capturing whether the reviewer actually evaluated each access grant or just clicked “approve” down the list. The evidence says the control operated. Whether it operated effectively is a different question. 

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Closing the gap: what actually works

Organizations that successfully close the trust gap tend to do a few things differently.

They involve control owners in the design of the automated monitoring, not just as stakeholders who receive updates but as co-designers who define what a passing state looks like and what the output should contain. When a control owner helped define the evidence format, they’re far less likely to distrust it. PwC’s survey reinforces this: The factors companies considered most important in creating a strong compliance culture were senior management sponsorship (55%), employee training and communication (48%) and coordination with compliance teams (37%). 

Automation adoption follows the same pattern. Without involvement from the people closest to the controls, the technology becomes another mandated tool that gets worked around rather than worked with.

These companies build auditor confidence before the first audit cycle by sharing sample outputs, walking through the monitoring logic and explicitly addressing the “what about edge cases” question. A compliance team that waits until the audit to debut automated evidence is creating an adversarial dynamic at the worst possible moment.

They also accept that some controls shouldn’t be fully automated, at least not immediately. Controls that require significant professional judgment, that involve qualitative assessments or that depend on context that’s hard to encode are poor candidates for full automation in the first phase. Starting with high-volume, binary-outcome controls (access provisioning, training completion, policy attestation) builds the track record that earns trust for harder cases later. 

In most programs I’ve led, about two-thirds of controls were good candidates for full automation, while the remainder still needed some degree of human oversight. The decision comes down to four factors: how rules-based the control was, how reliable the underlying data was, how much professional judgment was involved and whether the automated output would satisfy auditors. High-volume, binary-outcome controls with clean data went first. Controls requiring qualitative review or business context stayed partially manual until confidence in the automated evidence improved.

The parallel-run trap

One specific pattern deserves attention because it’s so common: the indefinite parallel run. Teams launch automation and keep manual processes alive “temporarily” as a safety net. This is reasonable for a defined validation period. It becomes a trap when the parallel run has no exit criteria.

Without a clear threshold, say, three consecutive cycles where the automated output matches the manual output with no material discrepancies, the temporary parallel run becomes permanent. The team ends up doing more work than before the automation existed, and the perceived value of the investment drops accordingly. Research notes that resistance to change, concerns over disruption to existing workflows and a lack of understanding are consistent barriers to compliance technology adoption. The parallel run is often where those barriers become self-reinforcing.

Making the investment count

Compliance automation projects typically get funded on a business case built around time savings and risk reduction. When control owners run manual processes alongside the automation and auditors request supplementary evidence to validate automated outputs, neither benefit materializes. The organization spent money on automation and got additional overhead instead.

The fix isn’t technical. It’s about treating trust as a design requirement from the start, not a change management problem to solve after launch. That means building evidence formats that auditors can evaluate using their existing methodologies, giving control owners genuine ownership over what the system monitors and how it reports and defining clear criteria for when manual processes can be retired.

The biggest lesson I’ve taken from this work is that trust has to be designed in, not assumed. Early on, I focused heavily on technical accuracy and efficiency, but adoption lagged because stakeholders couldn’t easily interpret the automated evidence. If I were starting over, I would embed explainability into every output, define clear parallel-run exit criteria before launch and bring auditors into design reviews much earlier. Automation that is correct but not transparent will still struggle to gain trust.

The tools and technology for compliance automation are mature. The gap that remains is human, and closing it requires the same rigor that compliance teams bring to the controls themselves.

Tags: AutomationCorporate CultureInternal Controls
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Sumit Sharma

Sumit Sharma

Sumit Sharma is a technology risk and compliance leader with over a decade of experience building security and privacy programs at major technology and financial institutions. At AWS, he managed security awareness and monitoring platforms serving over 650,000 users globally and at Amazon FinTech, he led disaster recovery and risk reduction initiatives for critical financial services.

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