Accelerating Technical Accounting Workflows by 4x with TAbot
PagerDuty, a leader in digital operations management, operates in an environment where deal structures, product offerings, and revenue implications evolve quickly. For George Roy, Senior Manager of Revenue Accounting, this meant managing complex technical accounting questions under tight timelines, often with limited internal capacity.
George Roy
Senior Manager of Revenue Accounting, PagerDuty
"What makes TAbot different is the reliability of the citations. The guidance is accurate and quoted, which allows real dialogue, like working through an issue with another experienced technical accountant."
The Challenge: Slow, Manual Technical Research
Before TAbot, technical accounting research at PagerDuty was accurate but inefficient.
Preparing a single complex memo required digging through FASB guidance and Big Four firm manuals, scrolling or "Control-F-ing" through hundreds of pages, then independently interpreting how the guidance applied to PagerDuty's specific facts and circumstances.
As a result:
- The end-to-end cycle for complex technical memos spanned up to 2 weeks.
- While generic AI tools can help with structure, they generally cannot be trusted for authoritative guidance.
- Gray areas were difficult to workshop efficiently on a lean team.
- Auditor follow-ups required additional manual research into dense PDFs.
"It felt very much like opening a digital textbook, Control-F-ing or scrolling to the section I needed, then figuring out the interpretation on my own."
The Solution: TAbot as an Efficiency and Thinking Partner
George adopted TAbot to reduce the amount of time he spent manually researching and drafting technical accounting documentation, without lowering the bar on accuracy.
In practice, TAbot became part of how he thinks through technical issues. George uses it to draft initial memos, explore accounting approaches for new or ambiguous scenarios, and research responses to auditor questions.This allows him to spend less time searching through guidance and more time evaluating how the guidance applies to PagerDuty’s specific facts and circumstances.
Rather than replacing judgment, TAbot helped George get to well-supported starting points faster, so he could focus on refining conclusions and putting his own professional voice on the final output.
The Results: Faster, More Defensible Outcomes
| Metric | Before TAbot | With TAbot | Improvement |
|---|---|---|---|
| Complex Memo Drafting | ~2 weeks | 2–3 days | ~4× faster |
| Research Accuracy | Manual interpretation | Quoted, traceable guidance | Higher confidence |
| Research Speed | Hours of manual searching | Instant excerpts | Significantly faster |
| Output Reliability | High hallucination risk with generic LLMs | Reliable outputs grounded in cited guidance | Reliable outputs |
More Than Just a Tool
How TAbot transformed the workflow from manual searching to strategic dialogue, building trust and audit confidence along the way.
Trust Enables Dialogue
For George, the biggest shift was not speed alone; it was trust. Because the responses were consistently grounded in cited guidance, George felt comfortable engaging with TAbot the way he would with another experienced technical accountant.
He could challenge the reasoning, explore alternatives, and work through gray areas instead of treating the output as something to double-check from scratch.
That trust changed how he worked. Instead of stopping at a single answer, George could iterate: testing assumptions, refining interpretations, and pressure-testing conclusions before sharing them externally.
"I've been impressed by the accuracy of the citations. It consistently gives me factual information and quotes the guidance, which is what makes real dialogue possible for me."
Audit Confidence Without Cutting Corners
When auditors requested further documentation, George used TAbot to quickly surface the specific authoritative citations that substantiated their position.
This allowed him to quickly document PagerDuty's specific facts to the relevant guidance standards without spending hours researching through literature. The tool significantly reduced the time spent assembling the supporting evidence.
"The conclusions and documentation we prepared using TAbot have stood up to auditor scrutiny."
A Coach, Not Just a Tool
Over time, George began using TAbot not just to produce documentation, but to sharpen his own thinking.
By working through complex scenarios in dialogue (especially in gray areas), George found that the process helped him refine how he approached technical judgment calls. It became a way to sanity-check reasoning, consider different approaches, and build confidence in conclusions before taking them to auditors or stakeholders.
"This made TAbot feel less like a tool and more like a technical sounding board I can rely on."
Time Back for Higher-Value Work
By reducing the manual research burden, George has been able to shift focus toward:
TAbot creates space for capacity planning and yearly goal-setting. The more time I can free up from technical research, the more I can focus on what I see as my real role as a people manager, supporting and coaching my team. TAbot genuinely gives me time back for higher-value work.
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