HR AI Index
Index Performance and talent management 360 feedback › Small Improvements vs Teamflect
360 feedback · September 2026 Edition

Small Improvements vs Teamflect

Zero of twelve models named Small Improvements first on the direct prompt; zero named Teamflect. Small Improvements was named by nine of the twelve models and Teamflect by eight and both carry 15 labels, so the shares below are directly comparable.

Small Improvements

accepted challenger

Named in two categories this edition.

Teamflect

accepted challenger

Named in nine categories this edition.

First-choice share5%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 15; printed, not drawn.
Labels1515Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Small Improvements 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 Small Improvements · Lattice vs Teamflect · Effy AI vs Small Improvements

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.
Small ImprovementsFirst choices, of twelve modelsTeamflect
Direct00
Paraphrase00
Comparative00
Budget-constrained21
Scale-constrained00
Negative001 against Teamflect
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, Small Improvements and Teamflect were named in the same answer twenty-seven times, of the 99 answers naming Small Improvements and the 149 naming Teamflect. In those answers Teamflect took the first choice zero times and Small Improvements four.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where Small Improvements and Teamflect stood in it.

Neither was the first choice, one was named

1 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashLattice alternatives: Culture Amp, Leapsome, Spidergap, Teamflect

Neither was named

11 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
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
Small Improvements leads by eleven points.
Small Improvements11%#3 of 13
Teamflect0%#12 of 13
The full small business standing →
Mid-marketThe figures above
Small Improvements leads by two points.
Small Improvements5%#5 of 15
Teamflect2%#8 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Small Improvements0%#– of 8
Teamflect0%#– of 8
The full enterprise standing →

What the models said about Small Improvements

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

What the models said about Teamflect

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

“Teamflect is often praised for its integration with Microsoft 365 but is criticized for not being a full HR solution and lacking live chat support” Mistral Small · negative prompt · soft negative
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.