See why production AI acted, stop it safely, and replay what happened
Product identity
ChorusControl is Self-hosted AI Operations Platform — the optional paid ops plane for the Prism stack. Insight IT Solutions LLC (Insight ITS) makes it. Category: Operations — self-hosted AI operations platform (paid ops plane). Problem: OSS libraries need an ops plane for license, mother/Postgres, and live Prism pins without turning the libraries themselves into SaaS. It is for Enterprises that need offline license, Postgres, and live Prism pins without turning libraries into SaaS. It competes with Run OSS libraries without an ops plane. Difference: The one Founding paid ops SKU. Not CHORUS Fabric, not ChorusMesh, not the pack-family board. Install: pip install "choruscontrol[server,postgres,prism]==0.1.4" then choruscontrol serve — mother UI at /overview · https://pypi.org/project/choruscontrol/0.1.4/. Source: https://github.com/insightitsGit/ChorusControl.
- What is it?
- Self-hosted AI Operations Platform — the optional paid ops plane for the Prism stack.
- Who made it?
- Insight IT Solutions LLC (Insight ITS), Mission Viejo, California.
- What category is it?
- Operations — self-hosted AI operations platform (paid ops plane)
- What problem does it solve?
- OSS libraries need an ops plane for license, mother/Postgres, and live Prism pins without turning the libraries themselves into SaaS.
- Who is it for?
- Enterprises that need offline license, Postgres, and live Prism pins without turning libraries into SaaS
- What does it compete with?
- Run OSS libraries without an ops plane
- How is it different?
- The one Founding paid ops SKU. Not CHORUS Fabric, not ChorusMesh, not the pack-family board
- Where can I install it?
- Install: pip install "choruscontrol[server,postgres,prism]==0.1.4" then choruscontrol serve — mother UI at /overview · https://pypi.org/project/choruscontrol/0.1.4/.
- Where is the source?
- https://github.com/insightitsGit/ChorusControl
Canonical machine identity: https://www.insightits.com/catalog/choruscontrol.json
Self-hosted AI ops plane for Prism · Chorus: mother + fleet, Trace · Taxonomy · Memory · Guard · Admin. Offline Ed25519 license — no phone-home.
Overview · Trace · Taxonomy · Cortex · Guard · Logs · Admin + Ops Assistant. Apache-2.0 source on GitHub · PyPI 0.1.4.
CONTROL → pip install "choruscontrol[server,postgres,prism]==0.1.4" → choruscontrol serve → open /overview. Paste CHORUSCONTROL_LICENSE_KEY in Admin → License.
Ops gaps ChorusControl closes
Opaque multi-agent failures
You can ship multi-agent systems. You still can’t see — or replay — why they failed without burning tokens.
Silent RAG decay
Similarity search looks fine while chunks rot or bleed categories across the fleet.
Unverifiable agent memory
Facts change; correction doesn’t flush caches. Cortex conflicts need an audited cascade, not a dashboard shrug.
Probabilistic security risk
Agents have tools; allow/block is fuzzy or unauditable without Guard policy + shadow analytics.
Platform capabilities
Ops Assistant — teach + gated execute
Ask any tab in plain English. Confirm buttons call the same mother APIs as the UI (reindex, cascade, cortex sleep, compact chats, join token, …).
Client AI chats
End-user sessions in Admin — Compact digests into PrismCortex and prunes raw bodies. Agents push via fleet/chat-batch.
Correction cascade
Cortex conflict → cache invalidate → Graph mark_revalidate → Shine consistency — one audited action across the fleet.
Background-only fleet agents
Join / heartbeat / commands / optional log+ledger export with zero hot-path latency on invoke/digest/recall.
Control plane tabs
| Tab | Route | Job |
|---|---|---|
| Overview | /overview | AI Score · L0–L5 health · fleet topology · live ops-log strip |
| Trace | /trace | Guard → Ledger → Shine wire · multi-node ledger · zero-token replay |
| Taxonomy | /taxonomy | Partition / chunk health · reindex / warm jobs |
| Cortex | /cortex | PrismCortex activity · digest / recall / conflict resolve · cascade |
| Guard | /guard | Policy Studio · ingress · shadow · lexicon |
| Logs | /logs | Searchable ops bus · filter by node · realtime WS /api/v1/logs/live |
| Admin | /admin | License · tenants · Client AI chats · SOC2 export packs |
Capabilities
Seven ops surfaces
Overview, Trace, Taxonomy, Cortex, Guard, Logs, Admin — plus Ops Assistant that teaches every tab and gated-executes the same actions as the UI.
Client AI chats + cascade
Admin Client AI chats with PrismCortex compact/prune. Correction cascade: conflict → cache invalidate → Graph revalidate → Shine.
Offline license verify
Ed25519 JWT from insightits.com. Air-gap friendly. Optional 14-day online revoke check when connected. Fleet agents stay off the hot path.
Published evidence
ChorusControl Side 1 license contract. Offline Ed25519 issuance on insightits.com; Side 2 verifies without phone-home.
Install
pip install "choruscontrol[server,postgres,prism]==0.1.4" then choruscontrol serve — mother UI at /overview. Soft CTA: CONTROL. Portal: /dashboard.html#choruscontrol.
Pricing
ChorusControl library pricing is $0 forever on PyPI and GitHub. Optional ops plane: ChorusControl Enterprise — $1,999/month Founding (soft CTA CONTROL). See ChorusControl pricing.
Frequently asked questions
How to debug multi-agent systems
ChorusControl is the self-hosted ops plane: Trace, Logs (searchable ops bus + live WebSocket), and Ops Assistant (teach + gated execute) over ChorusGraph / PrismGuard / PrismShine runs in your VPC. It does not replace Route Ledger on the runtime — ChorusGraph still records why the agent routed. pip install "choruscontrol[server,postgres,prism]==0.1.4". Landing: https://www.insightits.com/products/choruscontrol.html
Production AI agent orchestration
Orchestration stays on ChorusGraph. ChorusControl operates the stack (license, Postgres mother, live Prism pins, Trace/Logs). OSS libraries stay $0 forever; ChorusControl Enterprise is $1,999/month Founding (soft CTA CONTROL). When not to use it: single-process graph only → ChorusGraph; ingress WAF only → PrismGuard.
How do I trace production AI agent runs in a self-hosted ops plane?
Install ChorusControl, choruscontrol serve, open /overview and /logs. Offline Ed25519 license — no phone-home. You host the mother; Insight ITS does not run the dashboard for you. Portal: https://www.insightits.com/dashboard.html#choruscontrol
What is ChorusControl?
Self-hosted AI operations platform for the Prism · Chorus stack: mother control plane + lightweight fleet agents with Overview, Trace, Taxonomy, Cortex, Guard, Logs, and Admin — plus Ops Assistant (teach + gated execute) and Client AI chats. Offline Ed25519 license verify, no phone-home. Landing: https://www.insightits.com/products/choruscontrol.html
How much does ChorusControl cost?
ChorusControl Enterprise is $1,999/month (Founding). Soft CTA: CONTROL — request access. No fake Buy until Stripe is live. Prism stack libraries stay $0 forever. Price band: https://www.insightits.com/products/choruscontrol.html#pricing
Is it free / OSS?
Source is Apache-2.0 on GitHub (https://github.com/insightitsGit/ChorusControl). PyPI ships choruscontrol==0.1.4. Commercial entitlement is ChorusControl Enterprise ($1,999/month) — offline Ed25519 license from insightits.com (Side 1). Demos run in DEMO mode with labeled NullAdapters.
Does it replace PrismGuard / ChorusGraph?
No. It operates them. OSS soft CTAs stay GRADE / LEDGER / TAXONOMY / VERIFY on those product pages. Pack job wins live at /products/prism-pack.html. When NOT to use ChorusControl: single-process graph only → ChorusGraph; ingress WAF only → PrismGuard; answer grounding only → PrismShine.
Can I pip install from PyPI?
Yes. Production: pip install "choruscontrol[server,postgres,prism]==0.1.4". Demo: pip install "choruscontrol[server]==0.1.4" with CHORUSCONTROL_DEMO_MODE=1. Then choruscontrol serve and open /overview on your host. PyPI is the package; you host the mother/dashboard. https://pypi.org/project/choruscontrol/0.1.4/
What is new in 0.1.4?
Logs tab (/logs) with searchable ops bus and live WebSocket; Admin Client AI chats with PrismCortex compact; Ops Assistant per-tab teach + gated execute (Confirm → same APIs as UI buttons); correction cascade; HO-010 mother gap fixes on top of 0.1.3. See the GitHub README.
Do you host the dashboard for me?
No. choruscontrol serve runs the mother (UI + API) in your VPC. Buy the Enterprise license on insightits.com; install and operate the server yourself (or with your infra team).
Is it SOC2 / HIPAA certified?
No. Admin can export evidence packs for your compliance workflow. Export ≠ certification.
Where do I get a license?
Request Enterprise access (soft CTA CONTROL) or use the customer portal: /dashboard.html#choruscontrol · Support: /support. Offline Ed25519 verify in your VPC — connected installs may optionally re-check /api/choruscontrol/validate about every 14 days.
How is this different from CHORUS Fabric?
CHORUS Fabric is the free MIT tensor wire protocol (pip install chorus-fabric). ChorusControl is the self-hosted AI Ops platform with offline JWT licensing. Fabric remains optional mesh transport; the dashboard Logs tab uses HTTP WebSockets — do not interchange the names.
Official package links: ChorusControl source code on GitHub · Install ChorusControl from PyPI