ERP Software: AI Market Discovery Index

Tracking how AI platforms recommend erp software. This public AI Market Discovery Index is updated monthly since July 2026.

Mark Huntley, J.D.
By Mark Huntley, J.D.Growth Strategist & AI Discovery Analyst
5 minutes read

Benchmark Summary

NetSuite led the ERP Software benchmark with 41.5% valid recommendation coverage in September 2026, down from 45.0% in July 2026. The gap to the next brand was 8.8 points, with Acumatica at 32.7% in September 2026, down from 35.4% in July 2026.

The largest coverage decline was SYSPRO, which fell to 4.2% in September 2026 from 7.2% in July 2026, a move beyond normal month-to-month variation. Epicor posted the largest month-over-month decline, falling to 30.1% in September 2026 from 36.8% in August 2026, a move beyond normal month-to-month variation.

Across the full series, most brands declined modestly from July to September 2026. NetSuite's coverage peaked at 46.3% in August 2026 before settling at 41.5% in September 2026. Acumatica and Infor both rose in August 2026 and fell back in September 2026, ending near their July 2026 levels.

The benchmark recorded 651 qualified observations in September 2026, up from 596 in July 2026.

AI recommendation trend

valid recommendation coverage, Jul 2026 to Sep 2026

0%15%30%45%60%Jul 2026Aug 2026Sep 2026
  • NetSuite41.5%
  • Acumatica32.7%
  • Infor30.9%
  • Epicor30.1%
  • Oracle ERP Cloud17.1%
  • Workday Recruiting6.3%
  • SYSPRO4.2%
  • SAP Ariba2.6%
  • Sage Construction Management0.8%
  • Microsoft SharePoint0.1%

Current Benchmark at a Glance

Measure

July 2026

September 2026

Movement

Qualified benchmark observations

596

651

Up 55

Tracked brands

10

10

No change

Qualified surface breadth

6

6

No change

Recommendation-shaped answer share

25.5%

25.7%

Up 0.2 points

Valid recommendation shortlist share

46.5%

44.7%

Down 1.8 points

Leader by valid recommendation coverage

NetSuite

NetSuite

No change

Qualified surface breadth counts the canonical AI/search surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Both months reached all six families. In August 2026, the intermediate month, all six families were also represented.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending ERP Software

Current Brand Standings

Brand

Presence rate

Valid recommendation coverage

Top-three rate

Rank-one rate

Net sentiment

NetSuite

94.6%

41.5%

21.5%

8.8%

0.69

Acumatica

69.7%

32.7%

8.5%

2.6%

0.75

Infor

78.0%

30.9%

7.1%

0.3%

0.67

Epicor

71.0%

30.1%

8.3%

2.0%

0.70

Oracle ERP Cloud

50.4%

17.1%

8.0%

0.6%

0.66

Workday Recruiting

20.9%

6.3%

0.6%

0.2%

0.67

SYSPRO

8.5%

4.2%

0.5%

0.0%

0.76

SAP Ariba

5.8%

2.6%

1.5%

1.2%

0.66

Sage Construction Management

1.7%

0.8%

0.3%

0.0%

0.55

Microsoft SharePoint

0.2%

0.1%

0.2%

0.2%

1.00

How to Read the Standings

  • Presence rate is the share of qualified observations where the brand appears in the AI response.
  • Valid recommendation coverage is the share of qualified observations where the brand is recommended with enough context to act on.
  • Top-three rate is the share where the brand appears among the top three recommended options.
  • Rank-one rate is the share where the brand is the first recommendation.
  • Net sentiment measures the balance of positive over negative brand mention tone.

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For formulas and denominator rules, see AI Market Discovery Metric Definitions.

Recommendation Coverage Movement

Brand

July 2026

September 2026

Movement since baseline

NetSuite

45.0%

41.5%

Down 3.5 points

Acumatica

35.4%

32.7%

Down 2.7 points

Infor

31.2%

30.9%

Down 0.3 points

Epicor

32.2%

30.1%

Down 2.1 points

Oracle ERP Cloud

19.1%

17.1%

Down 2.0 points

Workday Recruiting

6.4%

6.3%

Down 0.1 points

SYSPRO

7.2%

4.2%

Down 3.0 points

SAP Ariba

3.7%

2.6%

Down 1.1 points

Sage Construction Management

1.0%

0.8%

Down 0.2 points

Microsoft SharePoint

0.2%

0.1%

Down 0.1 points

In the immediate prior month, Epicor's valid recommendation coverage fell to 30.1% in September 2026 from 36.8% in August 2026, a move beyond normal month-to-month variation. NetSuite's top-three rate fell to 21.5% in September 2026 from 26.8% in August 2026, and its rank-one rate fell to 8.8% from 13.3% over the same period, both beyond normal variation.

Largest Decline: SYSPRO

SYSPRO's valid recommendation coverage fell to 4.2% in September 2026 from 7.2% in July 2026, a decline beyond normal month-to-month variation. The decline was concentrated in the move from July to August 2026, when coverage fell to 4.1% before stabilizing. Valid recommendation counts fell to 27 in September 2026 from 43 in July 2026. Raw mention presence also declined to 8.5% in September 2026 from 13.1% in July 2026, a move beyond normal variation. Top-three and rank-one rates remained near zero throughout the series.

Category Leader: NetSuite

NetSuite held the lead at 41.5% valid recommendation coverage in September 2026. Its presence rate was 94.6% in September 2026, down slightly from 95.6% in July 2026. NetSuite's top-three rate fell to 21.5% in September 2026 from 27.7% in July 2026, a move beyond normal variation, and its rank-one rate fell to 8.8% from 13.9% over the same period. NetSuite was classified as stable, with overall coverage movement within normal month-to-month variation.

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The remaining brands were stable in September 2026, with movements within normal month-to-month variation. Oracle ERP Cloud has declined in each of the two months since July 2026, and SAP Ariba has also declined in each of the two months since July 2026.

Recommendation Placement Snapshot

Coverage alone does not show how prominently a brand is recommended. NetSuite led both top-three and rank-one placement at 21.5% and 8.8% in September 2026.

Brand

September 2026 top-three rate

September 2026 rank-one rate

July 2026 top-three rate

July 2026 rank-one rate

NetSuite

21.5%

8.8%

27.7%

13.9%

Acumatica

8.5%

2.6%

9.4%

3.2%

Epicor

8.3%

2.0%

13.1%

2.4%

Similar coverage can hide different first-position rates. SAP Ariba, despite low overall coverage, carried a rank-one rate of 1.2% in September 2026, higher than several brands with greater coverage.

Buyer-Intent Distribution

In September 2026, all qualified observations fell into the Brand Recommendation class.

Buyer-intent class

July 2026

September 2026

Brand Recommendation

596

651

Pricing & Value

0

0

Multi-Brand Comparison

0

0

Total qualified observations

596

651

The current public series measures brand recommendation discovery only and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

Measurement

Qualified observations

Coverage leader

Leader coverage

Largest coverage movement

July 2026

596

NetSuite

45.0%

SYSPRO down 3.0 points (July to September)

August 2026

615

NetSuite

46.3%

SYSPRO down 3.0 points (July to September)

September 2026

651

NetSuite

41.5%

SYSPRO down 3.0 points (July to September)

Evidence and Source Layer

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, private or sponsored channels, or causality from a metric movement alone. It records the change; it does not, by itself, establish why the change occurred.

About This Benchmark

The LLM Authority Index AI Market Discovery Index tracks how often brands are recommended across major AI chat, search, and assistant surfaces. It is a neutral, methodical monthly measurement of brand visibility and recommendation coverage in AI-generated answers.

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The public industry benchmark shows category-level standings. The public percentage cannot identify the prompts, competitors, or sources causing the result. A company-level Authority Index can go deeper.

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