Built for self-improvement. Designed for transparency.
How AILoop compares to popular alternatives
| Feature | AILoop | OpenAI API | LangChain | Anthropic Claude | Custom Framework |
|---|---|---|---|---|---|
| Ease of Use | ✅ 5 mins to first result | ⚙️ Requires coding | ⚙️ Setup required | ⚙️ Requires coding | ❌ Months to build |
| Automatic Refinement | ✅ Built-in | ❌ No | ⚙️ Requires custom logic | ❌ No | ⚙️ Must implement |
| Knowledge Graph | ✅ Auto-extracted | ❌ No | ❌ No | ❌ No | ⚙️ Must build |
| Confidence Scoring | ✅ Per-fact | ❌ No | ❌ No | ❌ No | ⚙️ Must implement |
| Full Provenance | ✅ Complete audit trail | ❌ No | ⚙️ Partial | ❌ No | ⚙️ Must build |
| Custom Evaluation | ✅ Multi-criteria | ❌ No | ⚙️ Manual | ❌ No | ⚙️ Must implement |
| Iteration Visualization | ✅ Interactive timeline | ❌ No | ❌ No | ❌ No | ⚙️ Must build |
| Free Tier | ✅ 5 queries/month | ⚙️ $5 trial credits | ✅ Open source | ❌ No | ✅ Open source |
| Pricing Model | ✅ Simple ($29/mo) | ⚙️ Per-token expensive | ✅ Free | ⚙️ Per-token | ✅ Free |
| Setup Time | ✅ No setup | ⚙️ 15 mins | ⚙️ 30 mins | ⚙️ 15 mins | ❌ 2-4 weeks |
🎯 Use OpenAI API if: You need the absolute best model quality for one-shot responses. Use AILoop if: You want better results through iterative refinement with full transparency.
🎯 Use LangChain if: You need maximum flexibility for complex custom workflows. Use AILoop if: You want to ship a self-improving agent faster.
🎯 Use Custom if: You have very specialized requirements worth 4+ weeks of engineering. Use AILoop if: You want to launch in days instead of months.
Launch a self-improving AI system in 5 minutes. No setup, no infrastructure, no engineering needed.
Designed for domain experts, not just engineers. Domain knowledge drives evaluation criteria.
Full audit trail of every fact, every decision, every iteration. No black boxes.
Watch quality metrics improve iteration by iteration. See exactly where AI gains confidence.
Automatically extract entities, relationships, and facts into a queryable knowledge graph.
SSO, on-prem deployment, SLA guarantees, and 24/7 support for enterprise customers.
"AILoop has transformed how we handle legal document analysis. Instead of one-shot summaries, we get iteratively refined analyses with confidence scores. Game-changer."
Legal Tech Director, Morrison & Associates
"We were building our own refinement loop. After seeing AILoop, we realized it was already solved. Saved us 3 months and $200k in engineering costs."
VP Engineering, FinServe AI
"The knowledge graph extraction is incredible. Our domain experts can now browse a structured view of what the AI learned rather than raw text outputs."
Research Director, Healthcare Analytics Inc.
Start with AILoop free. Experience the difference iterative refinement makes.