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Insight IT Solutions
Native agent runtime with semantic cache one pip install
ChorusGraph is an agentic AI builder for Python—like LangGraph or CrewAI, with semantic cache, audit ledger, and search/memory built in. One pip install. Benchmarked vs LangGraph: ~44% fewer LLM calls, 87.5% vs 57.5% on healthcare multi-agent. Open source (Apache 2.0). Try: pip install chorusgraph
Hey Product Hunt 👋 — I'm [Your Name], designer and builder of ChorusGraph.
THE PROBLEM
Most teams building AI agents start with LangGraph or CrewAI — then spend months
bolting on cache, RAG, memory, and audit logs. Same questions get re-answered.
Same tokens get billed twice. And when something goes wrong, nobody can trace
which step caused it.
WHAT CHORUSGRAPH IS
An agentic AI builder for Python — one pip install, full runtime:
→ Agent workflows (nodes, routes, multi-agent graphs)
→ Semantic cache built in — stop paying for repeat questions
→ Route Ledger — audit every hop your agent took
→ Search & memory ports — swappable, not a second project
→ Native engine — not a LangGraph wrapper
TRY IT IN 30 SECONDS
pip install chorusgraph
chorusgraph-demo
NEW IN V1.0.3 — FREE SAVINGS CHECK (no API key):
chorusgraph-audit --log your_queries.jsonl
Upload your query log → estimated cache hit rate before you touch production.
BENCHMARK VS LANGGRAPH (fair: same model, same tools, only framework changed)
| Scenario | LangGraph | ChorusGraph |
|-------------------------|-----------|-------------|
| Finance single-agent | 87.5% | 100% |
| Finance multi-agent | 75% | 87.5% |
| Healthcare single-agent | 72.5% | 72.5% |
| Healthcare multi-agent | 57.5% | 87.5% |
Overall: ~44% fewer LLM calls · ~35% lower modeled cost
Full methodology on GitHub (open, reproducible).
HONEST CAVEATS
• LangGraph appears in our repo only as a benchmark baseline — not in the product path
• Healthcare cache re-runs clinical judgment on hits (safety by design)
• Vector RAG is optional; keyword retrieval works out of the box
LINKS
🔗 Product page: https://www.insightits.com/produ...
📦 PyPI: https://pypi.org/project/chorusg...
💻 GitHub: https://github.com/insightitsGit...
📖 Install guide: https://github.com/insightitsGit...
Open source · Apache 2.0 · Python 3.11+ · 357 tests, no live API key required
I'd love your feedback:
→ What agent framework are you on today?
→ What's the one thing you wish was built in?
Happy to answer every question today. Thanks for checking us out 🙏
About Insight IT Solutions on Product Hunt
“Native agent runtime with semantic cache one pip install”
Insight IT Solutions was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #58 on the daily leaderboard. ChorusGraph is an agentic AI builder for Python—like LangGraph or CrewAI, with semantic cache, audit ledger, and search/memory built in. One pip install. Benchmarked vs LangGraph: ~44% fewer LLM calls, 87.5% vs 57.5% on healthcare multi-agent. Open source (Apache 2.0). Try: pip install chorusgraph
On the analytics side, Insight IT Solutions competes within Open Source, Artificial Intelligence and GitHub — topics that collectively have 583k followers on Product Hunt. The dashboard above tracks how Insight IT Solutions performed against the three products that launched closest to it on the same day.
Who hunted Insight IT Solutions?
Insight IT Solutions was hunted by Amin Parva. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Insight IT Solutions including community comment highlights and product details, visit the product overview.
Amin Parva