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How Lightmatter uses Concourse

12+ hours

saved per month on manual reporting and analysis

As published on concourse.ai. Captured by usedby on Oct 7, 2026.

What happened

Lightmatter's FP&A team uses Concourse AI agents connected to NetSuite to analyze forecast versus actuals, vendor spending, and monthly department variance and flux reporting. The agents draw on transaction-level data to produce commentary and answer questions conversationally.

Summary written by usedby from the source page, in English. The figures are those of Concourse and Lightmatter, not ours.

  • 90%“Within the first few months, Lightmatter was generating insights five times faster while reducing manual work by 90%.”

Over 12 hours per month were reclaimed from manual reporting and analysis, allowing the finance team to focus on strategic initiatives, scenario planning, and supporting Lightmatter's growth.

From the page. concourse.ai, captured Oct 7, 2026

Six months in, my team isn't doing manual finance work. They're doing strategy. The work that used to take a week takes an hour.

Justin Hammergren, Head of FP&A, Lightmatter. Source, captured Oct 7, 2026

Concourse transformed how we analyze our financial data in a deep tech environment. We now generate insights 2x faster while spending 90% less time on manual processes.

Justin Hammergren, Head of FP&A, Lightmatter, Lightmatter. Source, captured Oct 7, 2026

What the story claims, and what we checked

We compared the story with its live page on Oct 7, 2026.

  • The figure: 12+ hoursCheckedThe figure is on the page; its label is our wording.
  • The passage quoted aboveCheckedCopied word for word from the page, near the name of Lightmatter.
  • Lightmatter uses ConcourseCheckedConfirmed line. Latest check across sources: Oct 7, 2026.
  • The result itselfNot checkedWe quote it; we did not measure it.

Same company, same tool or same industry.

2-3 days“2-3 days off close timeline”CurbWaste uses Concourse. Another customer of Concourse5x fasterSpeed of financial insightsInstabase uses Concourse. Another customer of Concourse$70K“How Maximus saved $70K and reduced manual finance work by 85% with Concourse AI Agents”Maximus uses Concourse. Another customer of Concourse