Subcategory · AI Citation Index

Who AI is citing in Resource Planning

No brand dominates AI shortlists in resource planning; Oracle Sales Performance Management leads evaluation scores at 63.

Brands tracked

39

Avg AEO score

55/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Resource Planning software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 33/100

Oracle Sales Performance Management scores 63 in head-to-head comparisons, the highest among featured brands. Awork follows at 58, then ScheduleFlex at 52. The median evaluation score sits at 33 across four brands with comparison-query data, meaning half the field performs substantially worse than the leaders. Upland Panviva scored 0 in all four comparison queries.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Too few audits to establish a trend. Data spans two months (March 2026: 51 avg, April 2026: 55 avg, sample sizes 4 and 9). Awork shows a +6 delta as the only rising brand flagged, but the limited time window and small samples make this directionally interesting, not conclusive.

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Editorial picks

Brands worth watching

FAQ

Resource Planning questions, answered

What is the best resource planning software?+
AI models cite no dominant tool across 17 discovery prompts — the category has a 0% shortlist coverage rate. Oracle Sales Performance Management leads evaluation scores at 63, but never appears in 'best of' lists, indicating it surfaces only when buyers already know the name.
How does Awork compare to other resource planning tools?+
Awork scores 40 in head-to-head evaluations, above the 33 median, and shows a +6 delta as the only rising brand in recent audits. It holds third place among featured brands with evaluation data, behind Oracle Sales Performance Management (63) and ahead of ScheduleFlex (52).
Which resource planning tools does AI recommend most often?+
None consistently. The shortlist data shows zero dominant brands and a 0% coverage rate across 17 prompts. With 39 brands tracked and an average score of 54.75, the category is highly fragmented — no single vendor owns mindshare in AI-generated recommendations.
Is Oracle Sales Performance Management worth considering for resource planning?+
It scores 63 in comparisons, the highest evaluation score in the category, but appears in zero shortlists. AI cites it only in direct brand-versus-brand queries, not in open-ended 'what should I use' scenarios — classic enterprise-incumbent citation behavior.
Why does Upland Panviva score so low in AI citations?+
Upland Panviva scored 0 across all four comparison queries, the worst in the evaluation dataset. Either AI models find no relevant differentiation in resource-planning contexts or the brand lacks citation-worthy technical documentation indexed by LLMs.
Are resource planning tools trending up in AI citations?+
Too few audits to establish a trend. The data spans two months (March and April 2026) with sample sizes of 4 and 9 prompts. Average scores rose from 51 to 55, but the limited time window makes this noise, not signal.

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