Index › Products › Revionics · October 2026 Edition

1 category · Named, not ranked

Revionics

15Judge labels

0First choices

2Negative labels

11 / 14Models named it

1Category

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.

Standing

5 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Revionics was named 5 times in Pricing optimization, where Pricefx led with 53%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business91 of 98

under the label threshold

Mid-market16 of 76

under the label threshold

Enterprise12 of 58

under the label threshold

In pricing optimization · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Revionics for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Pricing optimization	Revenue operations	0%	16 of 76	0%	5	under 10 labels · led by Pricefx at 53%

Movement

This is the first edition on this tier, so no move can be computed for Revionics yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Revionics across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	1	1
Perplexity Sonar	0	0	0
Grok 4.1 Fast	1	0	1
Mistral Small	1	0	1
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	1	0	1
Kimi K2	0	1	1
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative6 labelsNone

Budget-constrained1 labelNone

Scale-constrained2 labelsNone

Negative6 labelsNone

First choiceAlternativeMentionNegative15 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Revionics is tailored for retail with advanced markdown and clearance tools.” Mistral Small · Pricing optimization · comparative prompt · alternative

“Revionics and Quicklizard cite real 5-15% lifts, but results vary by industry” Grok 4.1 Fast · Pricing optimization · negative prompt · alternative

“Revionics is historically strongest in Markdown Optimization.” Qwen 3.7 Flash · Pricing optimization · comparative prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Revionics, over the 15 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Revionics was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Pricefx14 of 156Not among the top eight

PROS Smart Price Optimization & Management13 of 153Not among the top eight

Vendavo13 of 152Not among the top eight

Competera10 of 150Not among the top eight

Zilliant10 of 150Not among the top eight

Prisync5 of 152Not among the top eight

Price2Spy4 of 151Not among the top eight

Blue Yonder2 of 150Not among the top eight

Intelligence Node2 of 150Not among the top eight

Omnia2 of 150Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Revionics. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 15 of the 15 answers that named Revionics and are not a share of its labels.

Domains cited

guideflow.com9

articsledge.com7

devopsschool.com7

g2.com7

gitnux.org7

worldmetrics.org7

dupple.com6

itechguides.com6

vendavo.com6

croclub.com4

No domain is on file for Revionics, so its own site is not marked.

Pages cited

guideflow.com/blog/price-optimization-software7

articsledge.com/post/best-ai-pricing-tools6

dupple.com/learn/best-ai-price-optimization-tools6

worldmetrics.org/best/price-optimisation-software5

devopsschool.com/blog/top-10-ai-pricing-optimization-platforms-features-pros-cons-comparis4

gitnux.org/best/pricing-optimization-software4

guideflow.com/blog/best-pricing-software4

vistaar.com/blog/evaluating-pricing-optimization-software4

Pages are listed as the models cited them.

Names read as Revionics

What the judge wrote, as written, with how often. The vendor table decides that these count as Revionics; a claim can dispute any of them.

REVIONICS (by Aptos) 1Revionics (an Aptos Company) 1

Follow Revionics

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Revionics's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Revionics, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Revionics by email, built from the raw record of the edition. It shows:

where Revionics is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Revionics, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.