HR AI Index
Index Performance and talent management Internal talent marketpl › Engagedly vs Gloat
Internal talent marketplace · September 2026 Edition

Engagedly vs Gloat

Zero of twelve models named Engagedly first on the direct prompt; two named Gloat. Engagedly was named by six of the twelve models and Gloat by eleven and Engagedly carries 10 labels and Gloat 37, so the shares are not directly comparable.

Engagedly

accepted challenger

Named in nine categories this edition.

Gloat

criticized challenger

Named in four categories this edition.

First-choice share9%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%49%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 12; printed, not drawn.
Labels1037A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Engagedly reading right to left. Rank and label count are printed, not drawn.Fuel50 was named alongside these two in ten of the twelve direct answers. Fuel50 vs Engagedly · Fuel50 vs Gloat · 365Talents vs Engagedly

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 internal talent marketplace page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
EngagedlyFirst choices, of twelve modelsGloat
Direct026 against Gloat
Paraphrase414 against Gloat
Comparative04
Budget-constrained007 against Gloat
Scale-constrained011 against Gloat
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 Engagedly and Gloat 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
Engagedly Gloat first choice named as an alternative argued againstblank: not namedEach cell is one answer, Engagedly on the left and Gloat on the right.

The direct prompt

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

Gloat first, Engagedly not the choice

2 of 12 modelsEngagedly was named in the answer but not as the choice, or not at all.
Kimi K2365Talents, Gloat alternatives: Fuel50
GLM 4.7 FlashXFuel50, Gloat alternatives: Beamery, Sprad, TalentGuard

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.
GPT-5.4 miniFuel50 alternatives: 365Talents, Gloat, Workday
Gemini 3.5 FlashNestor alternatives: 365Talents, Docebo, Engagedly, Fuel50
Perplexity SonarFuel50 alternatives: 365Talents, Engagedly
Mistral Small365Talents alternatives: Engagedly, Sprad
Llama 4 MaverickSprad alternatives: Gloat, Phenom

Neither was named

5 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Fuel50 alternatives: Phenom
Grok 4.1 Fast365Talents alternatives: Fuel50, Sprad
DeepSeek V4 Flash365Talents alternatives: Fuel50, SkyHive
Qwen 3.7 FlashTalentGuard alternatives: Eightfold AI, Fuel50
MiniMax M2.5365Talents alternatives: Cornerstone OnDemand, Fuel50, TalentGuard, Workday

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
Gloat leads by two points.
Gloat4%#3 of 8
Engagedly2%#– of 8
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Engagedly9%#3 of 12
Gloat9%#4 of 12
The full mid-market standing →
Enterprise
Gloat leads by forty-nine points.
Gloat49%#1 of 9
Engagedly0%#– of 9
The full enterprise standing →

What the models said about Engagedly

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

“I'd recommend Engagedly or TalentGuard as top internal mobility platforms, with Engagedly edging out as the primary pick” Grok 4.1 Fast · paraphrase prompt · first choice

What the models said about Gloat

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

“Gloat & Eightfold: Unless you have more than 2,000 employees... these enterprise solutions can result in low adoption and high implementation fatigue.” Gemini 3.5 Flash · direct prompt · hard negative
“avoid these for now. They are expensive to purchase and require substantial, ongoing internal resources to manage effectively.” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Avoid pure enterprises like Gloat/Eightfold: High cost, complex setup, data-hungry AI underperforms at mid-scale.” Grok 4.1 Fast · paraphrase prompt · hard negative
“Gloat is a leading *internal mobility* platform, especially for enterprise workforce agility and project matching.” Perplexity Sonar · comparative prompt · first choice
“Best overall for mid‑market B2B: Fuel50 ... or Gloat (mature gig/project marketplace)” GLM 4.7 FlashX · direct prompt · first choice
“If your priority is unlocking internal mobility → Gloat (pure-play) or suite-native options.” DeepSeek V4 Flash · comparative 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.