GoodMem vs Mlola
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
GoodMem compared with Mlola
| Detail | 
GoodMem | 
Mlola |
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| What it does | Memory layer for AI agents that saves tokens, improves itself, and enforces access control
| Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
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| Stage | Startup
| Not given
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| Founded | 2024
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| Based in | US
| ID
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| Pricing model | Freemium
| Not given
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| Pricing | Self-hosted: Free for commercial use. GoodMem Cloud: From $15/mo with usage-based pricing, 14-day free trial. Enterprise: Custom pricing.
| Not given
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| Key features | - Automated retrieval stack optimization
- Multimodal document processing with page images
- Granular access control and permissions
- Hybrid search with dense and sparse embedders
- Support for multiple LLM providers
- Multi-language SDKs and APIs
- Flexible deployment options
- ISO/IEC 27001 certified security
- SLSA Build L3 provenance
| - Observe page state in atomic passes without screenshots
- Model picks operations only from compatible targets
- Risk classification for payments, deletions, sends and secrets
- Typed actions with freshness, visibility and occlusion checks
- Append-only event log for replay and audit
- Chrome automation through Playwright
- Browser extension for agent isolation
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| What makes it different | - Achieves frontier model quality at 1/35 of the cost using small self-hosted models
- Automatically optimizes retrieval stack for your data on real queries
- Never locks you in with proprietary storage
- Runs on-premises with full data control
| - Deterministic browser mechanics as default, models only for judgement and writing
- Safety enforced through code boundaries, not prompt requests
- Every step verified independently before proceeding
- Cost measured by fast-path share on every run
- Capabilities advertised honestly, imitation refused
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 44 ▲ +1 (up) since last check | 10 ● no change since last check |
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| Trust Flow (Majestic) | 10 | 0 |
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| Citation Flow (Majestic) | 32 | 27 |
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| Referring domains (Majestic) | 70 | 28 |
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4 details filled in for both companies.
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