HR AI Index
Index Performance and talent management 360 feedback › Primalogik vs ThriveSparrow
360 feedback · September 2026 Edition

Primalogik vs ThriveSparrow

Zero of twelve models named Primalogik first on the direct prompt; zero named ThriveSparrow. Primalogik was named by eleven of the twelve models and ThriveSparrow by eight and Primalogik carries 20 labels and ThriveSparrow 11, so the shares are not directly comparable.

Primalogik

accepted challenger

Named in two categories this edition.

ThriveSparrow

accepted challenger

Named in eight categories this edition.

First-choice share10%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 15; printed, not drawn.
Labels2011A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Primalogik reading right to left. Rank and label count are printed, not drawn.Lattice was named alongside these two in eleven of the twelve direct answers. Lattice vs Primalogik · Lattice vs ThriveSparrow · Effy AI vs Primalogik

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 360 feedback page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
PrimalogikFirst choices, of twelve modelsThriveSparrow
Direct00
Paraphrase20
Comparative00
Budget-constrained22
Scale-constrained00
Negative001 against Primalogik
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.

Across every category in the September 2026 Edition, Primalogik and ThriveSparrow were named in the same answer twenty-two times, of the 57 answers naming Primalogik and the 102 naming ThriveSparrow. In those answers ThriveSparrow took the first choice one time and Primalogik two.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Primalogik and ThriveSparrow 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
Primalogik ThriveSparrow first choice named as an alternative argued againstblank: not namedEach cell is one answer, Primalogik on the left and ThriveSparrow on the right.

The direct prompt

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

Neither was named

12 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Lattice alternatives: Leapsome, PerformYard, SurveySparrow
GPT-5.4 miniCulture Amp alternatives: EchoSpan, Spidergap
Gemini 3.5 FlashLattice alternatives: Culture Amp, Leapsome, Spidergap, Teamflect
Perplexity SonarLattice alternatives: Betterworks, Spidergap
Grok 4.1 FastLattice alternatives: Culture Amp, Leapsome
Mistral SmallBetterworks, Culture Amp alternatives: Lattice, Leapsome
DeepSeek V4 FlashLattice alternatives: Culture Amp, Leapsome, Spidergap
Llama 4 MaverickLattice alternatives: Culture Amp, Effy AI, Leapsome
Qwen 3.7 FlashLattice alternatives: Betterworks, Culture Amp, Spidergap
Kimi K2Lattice alternatives: 15Five, Culture Amp, Leapsome, Spidergap
GLM 4.7 FlashXLattice alternatives: EchoSpan, Leapsome, Spidergap
MiniMax M2.5Lattice alternatives: Culture Amp, Leapsome, Spidergap

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
Primalogik leads by sixteen points.
Primalogik20%#1 of 13
ThriveSparrow5%#7 of 13
The full small business standing →
Mid-marketThe figures above
Primalogik leads by five points.
Primalogik10%#3 of 15
ThriveSparrow5%#6 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Primalogik0%#– of 8
ThriveSparrow0%#– of 8
The full enterprise standing →

What the models said about Primalogik

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

“many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee” DeepSeek V4 Flash · negative prompt · soft negative
“Primalogik is highly recommended for small to mid-size teams needing structured competency frameworks and easy administration of multi-rater (360) cycles.” Mistral Small · paraphrase prompt · first choice
“The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik.” Llama 4 Maverick · budget prompt · first choice
“Primalogik - Best balance of features and price ($3/user/month for dedicated 360 feedback)” MiniMax M2.5 · budget prompt · first choice

What the models said about ThriveSparrow

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

“The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik.” Llama 4 Maverick · budget prompt · first choice
“ThriveSparrow: Often cited as a top choice for SMBs on a budget... Best Overall Value” Qwen 3.7 Flash · budget prompt · first choice
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.