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People analytics · September 2026 Edition

Lattice vs Rippling

Zero of twelve models named Lattice first on the direct prompt; zero named Rippling. Lattice was named by eleven of the twelve models and Rippling by nine and Lattice carries 22 labels and Rippling 17, so the shares are not directly comparable.

Lattice

accepted challenger

Named in nineteen categories this edition.

Rippling

accepted challenger

Named in twenty-eight categories this edition.

First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 12; printed, not drawn.
Labels2217A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lattice reading right to left. Rank and label count are printed, not drawn.ChartHop was named alongside these two in eight of the twelve direct answers. HiBob vs Lattice · HiBob vs Rippling · Crunchr vs Lattice

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the people analytics page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
LatticeFirst choices, of twelve modelsRippling
Direct00
Paraphrase12
Comparative001 against Lattice · 1 against Rippling
Budget-constrained101 against Lattice
Scale-constrained00
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Lattice and Rippling stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
Lattice Rippling first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Rippling on the right.

The direct prompt

The plain question, one answer per model, grouped by where Lattice and Rippling stood in it.

Neither was the first choice, one was named

5 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5HiBob alternatives: Rippling, UKG People Analytics
Grok 4.1 FastCrunchr alternatives: ChartHop, Lattice
Mistral SmallCrunchr alternatives: HiBob, Lattice
DeepSeek V4 FlashChartHop, Crunchr alternatives: Culture Amp, Lattice, Leapsome, Orgnostic
MiniMax M2.5Visier alternatives: Lattice, Workday HCM

Neither was named

7 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniVisier alternatives: ChartHop, Crunchr, Workday Peakon
Gemini 3.5 FlashKnoetic alternatives: ChartHop, Culture Amp, Illoominus, Paradox
Perplexity SonarCrunchr, HiBob alternatives: ChartHop, Culture Amp
Llama 4 MaverickChartHop
Qwen 3.7 FlashVisier alternatives: Culture Amp, HiBob, Looker, Tableau
Kimi K2Crunchr alternatives: ChartHop, Visier
GLM 4.7 FlashXCrunchr alternatives: BambooHR, ChartHop, Personio

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Rippling leads by two points.
Rippling10%#2 of 16
Lattice8%#3 of 16
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Lattice4%#6 of 12
Rippling4%#7 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Lattice0%#– of 9
Rippling0%#– of 9
The full enterprise standing →

What the models said about Lattice

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Best Dedicated People Analytics Platform ... Lattice is widely considered one of the most accessible people ops platforms for growing companies.” Qwen 3.7 Flash · budget prompt · first choice

What the models said about Rippling

No label in this category carried a quote.

Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.