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Succession planning · November 2026 Edition

Lattice vs ChartHop

Three of fourteen models named Lattice first on the direct prompt; zero named ChartHop. Lattice was named by fourteen of the fourteen models and ChartHop by ten and Lattice carries 32 labels and ChartHop 16, so the shares are not directly comparable.

Lattice

endorsed leader

Named in fifteen categories this edition.

ChartHop

accepted challenger

Named in seven categories this edition.

First-choice share30%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 12; printed, not drawn.
Labels3216A 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.TalentGuard Succession Planning was named alongside these two in eight of the fourteen direct answers. Lattice vs PerformYard · Lattice vs SuccessionNow · Lattice vs Teamflect

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 succession planning page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LatticeFirst choices, of fourteen modelsChartHop
Direct30
Paraphrase120
Comparative10
Budget-constrained011 against Lattice
Scale-constrained10
Negative00
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 Lattice and ChartHop 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
Lattice ChartHop first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and ChartHop on the right.

The direct prompt

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

Lattice first, ChartHop not the choice

3 of 14 modelsChartHop was named in the answer but not as the choice, or not at all.
GPT-5.4 miniLattice alternatives: Cornerstone Succession, PerformYard
Gemini 3.5 FlashLattice, Leapsome alternatives: HiBob, SuccessionHR, TalentGuard Succession Planning, Teamflect
GPT-6 LunaLattice alternatives: Engagedly, Your existing HCM's succession module

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Engagedly alternatives: Cornerstone Succession, Lattice, Peoplebox
Perplexity SonarPeoplebox alternatives: Dayforce, Engagedly, Lattice, TalentGuard Succession Planning
GLM 4.7 FlashXDisprz alternatives: Lattice, Neobrain, PerformYard, SuccessionNow, TalentGuard Succession Planning
MiniMax M2.5PerformYard, SuccessionNow alternatives: ChartHop, Eightfold AI

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.20PerformYard alternatives: ClayHR, Disprz, SuccessionNow, TalentGuard Succession Planning
Mistral SmallSuccessionNow, SuccessionStack alternatives: Disprz, TalentGuard Succession Planning
DeepSeek V4 FlashTalentGuard Succession Planning alternatives: Disprz, Neobrain, UKG Pro Succession Planning
Llama 4 MaverickDisprz, Neobrain, TalentGuard Succession Planning
Qwen 3.7 FlashDisprz alternatives: Neobrain, PerformYard, TalentGuard Succession Planning
Kimi K2PerformYard, SuccessionNow alternatives: Paycom, Teamflect, UKG Ready
Muse Glimmer 30BSuccessionStack alternatives: PerformYard, SuccessionNow

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
Lattice leads by four points.
Lattice4%#5 of 13
ChartHop0%#– of 13
The full small business standing →
Mid-marketThe figures above
Lattice leads by twenty-eight points.
Lattice30%#1 of 12
ChartHop2%#6 of 12
The full mid-market standing →
Enterprise
Lattice leads by four points.
Lattice4%#4 of 13
ChartHop0%#12 of 13
The full enterprise standing →

What the models said about Lattice

No label in this category carried a quote.

What the models said about ChartHop

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.