Pieces for Developers vs Poolside AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Pieces for Developers | Poolside AI |
|---|---|---|
| Pricing | Free (individual), paid tiers available | Contact sales (enterprise) |
| Target User | Individual developers and teams | Enterprise teams in regulated industries |
| Key Feature | Automatic OS-level memory capture every 2 seconds | Agentic coding models with long context (up to 1M) |
| Deployment | Desktop app (on-device by default) | On-prem, VPC, workstation (air-gapped) |
| Integrations | Chrome, VS Code, JetBrains, GitHub Copilot, Claude, Cursor, etc. | OpenRouter, Vercel AI Gateway |
| Latest Update | Agentic LTM for meeting prep (May 2026) | Laguna S 2.1 (July 2026) with improved reasoning |
If you're an enterprise building high-stakes software in finance or defense and need custom AI agents that run inside your security boundary, Poolside is the only choice. For most developers—especially those juggling many tools and wanting to recall past context effortlessly—Pieces offers immediate value with a free tier and no vendor lock-in. Poolside solves governance at scale; Pieces solves daily forgetfulness.
Pieces for Developers captures your focused app every 2 seconds, building an on-device AI memory layer you can query or pipe into any
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Open-weight agentic coding models — Laguna XS 2.1 (33B) and Laguna S 2.1 (118B) — built for code that cannot leave your security boundary.
Visit WebsiteWhat real users say: Pieces for Developers vs Poolside AI
Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.
Pieces for Developers
59 mentions across 3 sources · 58% positive — mixed (averaged across 3 sources)
YouTube, Product Hunt, Lemmy
What users praise
- • Automatic capture creates a searchable memory without manual logging.
- • MCP server integration feeds context into Claude, Cursor, Codex, and more.
- • Privacy-first design with on-device storage and granular controls.
- • Audio capture for meetings transcribes and stores call decisions.
What frustrates them
- • Constant capture may raise privacy concerns for sensitive work.
- • Performance overhead from capturing every 2 seconds could be an issue.
- • Primarily desktop; mobile capture is missing for on-the-go users.
- • Learning curve to configure privacy controls and integrations.
Researched Aug 24, 2026
Poolside AI
40 mentions across 4 sources · 48% positive — mixed (averaged across 4 sources)
Hacker News, YouTube, Bluesky, Lemmy
What users praise
- • Open-weight models with strong SWE-bench scores (72.5%).
- • On-prem, VPC, and air-gapped deployment for high security.
- • 256K context length supports long-horizon reasoning tasks.
- • Multi-agent orchestration with sandboxed execution environments.
What frustrates them
- • Community feedback is scarce; limited real-world user reviews.
- • Platform is still in research preview as of April 2026.
- • Pricing is opaque; only 'contact us' with no published tiers.
- • Trademark dispute with Poolside FM creates name confusion.
Researched Jul 17, 2026
Who should pick which
- Enterprise lead developer in regulated industryPick: Poolside AI
Needs custom models, on-prem deployment, and audit trails for compliance.
- Solo developer working across multiple projectsPick: Pieces for Developers
Benefits from automatic capture of code and chats to recall context without manual notes.
- Team onboarding new members frequentlyPick: Pieces for Developers
Agentic LTM and scheduled summaries help new hires get up to speed on past decisions.
- AI agent developer needing long-horizon planningPick: Poolside AI
Laguna models with up to 1M context and multi-agent orchestration support complex tasks.
- Security-conscious researcherPick: Pieces for Developers
On-device memory with privacy controls and air-gapped option suits sensitive research.
Frequently Asked Questions
Pieces for Developers vs Poolside AI: which should you choose?
If you're an enterprise building high-stakes software in finance or defense and need custom AI agents that run inside your security boundary, Poolside is the only choice. For most developers—especially those juggling many tools and wanting to recall past context effortlessly—Pieces offers immediate value with a free tier and no vendor lock-in. Poolside solves governance at scale; Pieces solves daily forgetfulness.
Can Poolside AI be used by a solo developer?
Unlikely; it targets enterprises with custom deployment and sales-led pricing.
Does Pieces for Developers work offline?
Yes, the LTM-2.5 engine runs on-device, so captures and searches work without internet.
Which tool supports on-prem deployment?
Poolside AI offers on-prem, VPC, and workstation deployment; Pieces is a desktop app with on-device storage.
How does Pieces capture audio?
Opt-in audio capture for Zoom, Google Meet, Teams transcribes and indexes conversations.
Does Poolside offer a free trial?
No; pricing is contact-based with no self-service option.
Can Pieces integrate with Claude or Cursor?
Yes, via the MCP Server, it feeds context into Claude, Cursor, Copilot, and others.
What is the context length of Poolside models?
Laguna XS.2 and M.1 support 256K; Laguna S 2.1 supports 1M context.
Is Pieces free for teams?
The free tier is for individuals; team features require a paid plan (pricing not specified).
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Last reviewed: July 30, 2026