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Performance management · November 2026 Edition

AssessTEAM vs Zoho People

Zero of fourteen models named AssessTEAM first on the direct prompt; zero named Zoho People. AssessTEAM was named by twelve of the fourteen models and Zoho People by ten and AssessTEAM carries 15 labels and Zoho People 12, so the shares are not directly comparable.

AssessTEAM

accepted challenger

Named in two categories this edition.

Zoho People

accepted challenger

Named in fifteen categories this edition.

First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 13; printed, not drawn.
Labels1512A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AssessTEAM reading right to left. Rank and label count are printed, not drawn.Lattice was named alongside these two in thirteen of the fourteen direct answers. Lattice vs AssessTEAM · Lattice vs Zoho People · 15Five vs AssessTEAM

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 performance management page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AssessTEAMFirst choices, of fourteen modelsZoho People
Direct00
Paraphrase00
Comparative00
Budget-constrained82
Scale-constrained00
Negative001 against AssessTEAM
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where AssessTEAM and Zoho People stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
AssessTEAM Zoho People first choice named as an alternative argued againstblank: not namedEach cell is one answer, AssessTEAM on the left and Zoho People on the right.

The direct prompt

The plain question, one answer per model, grouped by where AssessTEAM and Zoho People stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Lattice alternatives: 15Five, Betterworks, Leapsome, PerformYard
GPT-5.4 miniLattice alternatives: CaptivateIQ, Leapsome, Rippling
Gemini 3.5 FlashLattice alternatives: 15Five, Culture Amp, HiBob, Leapsome, PerformYard, Rippling
Perplexity SonarLattice alternatives: 15Five, PerformYard
Grok 4.2015Five, Lattice alternatives: BambooHR, HiBob, Leapsome
Mistral SmallLattice alternatives: 15Five, BambooHR, Leapsome, PerformYard
DeepSeek V4 FlashLattice alternatives: 15Five, Leapsome, PerformYard
Llama 4 Maverickno first choice
Qwen 3.7 FlashLattice alternatives: 15Five, Betterworks, Culture Amp
Kimi K215Five, Lattice alternatives: Leapsome
GLM 4.7 FlashX15Five, Lattice alternatives: Leapsome
MiniMax M2.515Five alternatives: Betterworks, Lattice, Leapsome, PerformYard
GPT-6 LunaLattice alternatives: 15Five, Culture Amp, Leapsome, PerformYard
Muse Glimmer 30B15Five, Lattice alternatives: Culture Amp, Leapsome, PerformYard

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
AssessTEAM leads by sixteen points.
AssessTEAM18%#2 of 13
Zoho People2%#11 of 13
The full small business standing →
Mid-marketThe figures above
AssessTEAM leads by twelve points.
AssessTEAM16%#3 of 13
Zoho People4%#5 of 13
The full mid-market standing →
Enterprise
AssessTEAM is not named for this buyer.
Zoho People2%#– of 10
AssessTEAM—not named
The full enterprise standing →

What the models said about AssessTEAM

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

“criticized for being glitchy and having a steep learning curve” Mistral Small · negative prompt · hard negative
“AssessTEAM – the lowest-cost all-rounder ... "Best overall performance management software for small companies"” Muse Glimmer 30B · budget prompt · first choice
“highlighted as the best overall for small companies, with competitive pricing and a wide range of features” Mistral Small · budget prompt · first choice
“AssessTEAM at $2/user/month with no minimum users and a free trial is the most cost‑effective choice” GLM 4.7 FlashX · budget prompt · first choice

What the models said about Zoho People

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.