# Entity management for small business buyers: what AI models recommend, October 2026

Finance AI Recommendation Index, October 2026 Edition. Asked as "legal entity management software" and as "corporate governance and entity management tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://finance-ai-index.com/corporate/entity-management/smb/

**Standing:** EntityKeeper leads with 23% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | EntityKeeper | 23% | 7% | 41 |
| 2 | Filejet | 17% | 3% | 31 |
| 3 | MinuteBox | 8% | 8% | 13 |
| 4 | EntityFlo | 6% | 0% | 12 |
| 5 | Athennian | 2% | 41% | 37 |
| 6 | CT Corporation Entity Management | 0% | 40% | 10 |
| 7 | CSC Entity Management | 0% | 70% | 20 |
| 8 | Diligent Entities | 0% | 72% | 43 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Diliforce; alternatives Athennian, Constellate, EntityKeeper, MinuteBox
- GPT-5.4 mini: Athennian; alternatives CSC Entity Management, DiliTrust Entity Management, Diligent Entities
- Gemini 3.5 Flash: Diliforce; alternatives Filejet, Lextree, SingleFile
- Perplexity Sonar: Filejet; alternatives Athennian, EntityKeeper, MinuteBox
- Grok 4.1 Fast: Clerky; alternatives EntityKeeper
- Mistral Small: Discern, EntityKeeper; alternatives Filejet, NEWTON
- DeepSeek V4 Flash: Filejet; alternatives EntityKeeper
- Llama 4 Maverick: Discern; alternatives NEWTON
- Qwen 3.7 Flash: Clerky, Vanta; alternatives Diligent Boards
- Kimi K2: EntityKeeper; alternatives ContractZen, Filejet
- GLM 4.7 FlashX: ContractZen, EntityKeeper; alternatives Athennian, Filejet, Lextree
- MiniMax M2.5: no first choice
- GPT-6 Luna: BoardLedger; alternatives Clerky
- Muse Glimmer 30B: EntityFlo; alternatives Discern, EntityKeeper

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 43 answers, 80 citations
- techbullion.com: 39 answers, 39 citations
- sourceforge.net: 36 answers, 53 citations
- itechguides.com: 35 answers, 73 citations
- getapp.com: 34 answers, 46 citations
- discern.com: 32 answers, 46 citations
- softwaresuggest.com: 32 answers, 33 citations
- us.fitgap.com: 26 answers, 32 citations

Pages named in the most answers:

- https://techbullion.com/the-6-best-entity-management-tools-in-2026 (39 answers)
- https://softwaresuggest.com/entity-management-software (32 answers)
- https://getapp.com/operations-management-software/entity-management (26 answers)
- https://discern.com/resources/legal-entity-management-software (22 answers)
- https://capterra.co.uk/directory/31737/entity-management/software (21 answers)
- https://itechguides.com/best/legal-entity-management-software (20 answers)
- https://us.fitgap.com/search/entity-management-software/lawyers (19 answers)
- https://g2.com/categories/entity-management?order=g2_score&page=3 (18 answers)
- https://parse.gl/prompts/p/i-want-to-find-and-manage-our-corporate-legal-filings-whats-the-best-entity-management-software-for-managing-multiple-llcs--18719fd9-7a5a-455f-8faf-435fc3111ab1 (17 answers)
- https://softwareadvice.com/entity-management (17 answers)

## Warned against

- Diligent Entities: 31 of 43 labels negative. "Small businesses should be cautious with enterprise-grade entity management tools like Diligent Entities... High costs: Diligent Entities starts around $10,000+ per year per feature" (Grok 4.1 Fast, negative prompt)
- CSC Entity Management: 14 of 20 labels negative. ""Diligent Entities / CSC: While they are industry giants, they are built for massive multinational conglomerates" and "the cost will likely exceed your budget."" (Muse Glimmer 30B, negative prompt)
- Athennian: 15 of 37 labels negative. "Listed in the AI-model SMB recommendation index under "Tools to Avoid: *Diligent Entities, Athennian, Computershare GEMS, DiliTrust Governance Suite*."" (Muse Glimmer 30B, negative prompt)
- Computershare GEMS: 7 of 7 labels negative. "should be cautious with enterprise-grade entity management tools like ... Computershare GEMS, as they often prioritize large corporations over SMB needs" (Grok 4.1 Fast, negative prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: EntityKeeper at 22%.

- Filejet: 7% to 17%, +11. Cleared the floor by 1 point · rank 5 → 2 of 94.
- MinuteBox: 14% to 7%, −7. Inside the floor by 3 points · rank 3 → 5 of 94.
- LegalX: 7% to 0%, −7. Inside the floor by 3 points · rank 6 → 49 of 94.
- ContractZen: 16% to 11%, −5. Inside the floor by 5 points · rank 2 → 3 of 94.
- EntityFlo: 0% to 4%, +4. New · not ranked in September 2026 · rank 6 of 94.
- EntityKeeper: 25% to 22%, −3. Inside the floor by 7 points · rank 1 of 94, unchanged.
- Diliforce: 11% to 9%, −3. Inside the floor by 7 points · rank 4 of 94, unchanged.
- Carta: 2% to 0%, −2. Inside the floor by 8 points · rank 8 → 22 of 94.
- Diligent Entities: 2% to 0%, −2. Inside the floor by 8 points · rank 14 → 94 of 94.
- Athennian: 0% to 2%, +2. Inside the floor by 8 points · rank 68 → 10 of 94.
- Corporify: 0% to 0%, ±0. Inside the floor by 10 points · rank 15 → 21 of 94.
- CSC Entity Management: 0% to 0%, ±0. Inside the floor by 10 points · rank 71 → 93 of 94.

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.