CEDX 2026 AI Release: Auditable Copilot, permission-bounded autonomous agents, and multi-model AI Gateway on one record Explore the CEDX Agents architecture ->
CEDXSystems
EnglishTalk to sales
AI CEDX Agents
Overview Studio Fleet Workflow & Tour Operators TCO Model 14-Day Sandbox Live build ↗
AI CEDX Agents · AI · agents.cedxsystems.com

Autonomous work, with a leash on the writes.

CEDX Agents runs crews of routers, planners and specialists against your tools. The canvas decides what an agent may touch (reads run automatic, writes wait for a human), and every run lands in a fleet table with a success rate, a score and a cost.

Open live CEDX Agents -> Inspect 4-screen build tour
72 agents in the fleet 48 tools agents can call 265 ok runs of 320 in view Zero-ETL Shared Postgres Record
CEDX Agents Enterprise Architecture Briefing
CEDX Agents · 72 agents in the fleet

"When Sales, Operations, and Finance read and write the exact same Postgres record, month-end stops being a detective i..."

Elena Rostova · Chief Financial Officer · Northline Group · 0.01s Canonical Sync
CEDX Agents reads and writes the exact same canonical Postgres record as CEDX Copilot, CEDX AI Gateway, and CEDX Knowledge with zero third-party webhooks.
🔒 https://agents.cedxsystems.com/workspace/live
CEDX Agents · Overview (Agent ops as a ledger, not a pet project)
agents.cedxsystems.com · 01 Overview · Live Canonical Dataset
● Overview Active · 0.011s Sync Open /app/agents ↗
AGENTS IN THE FLEET
72
323,744 historical runs
TOOLS AGENTS CAN CALL
48
20 degraded or critical
OK RUNS OF 320 IN VIEW
265
34 error · 12 timeout · 9 cancelled
ESTIMATED COST PER RUN
$0.0290
the Studio's estimate for the crew on
AI Engine / Agent Runbook Grounded Schema Scope Caller & Policy Guardrail Token / Latency Budget Deterministic Write Gate Audit Trace
Deal Desk Margin CopilotCEDX Agents · Record #1040 CRM + Quotes + Books AR RBAC: Account Executive 180ms · $0.004 / Run ● Human-in-the-Loop Signoff Trace #99412
Autonomous AR Collections AgentCEDX Agents · Record #1041 Books Overdue + Mail + Sign RBAC: Finance Controller 310ms · Zero Hallucination ● Leashed to Approved Tiers Trace #99418
AI Gateway Model RouterCEDX Agents · Record #1042 Zero-Retention Enterprise LLM PII Redaction Active 99.98% Cache Hit Rate ● Strict Cost Cap Enforced Trace #99425
Voice & Call Floor IntelligenceCEDX Agents · Record #1043 Live Speech-to-CRM Extraction 100% Call Transcription Real-Time Sentiment + Next Step ● Auto-Logged to Deal Record Trace #99431
✦ CEDX Agents Copilot · Deal Desk Margin Copilot
Overview Verified
320 runs in the sample (265 ok, 34 error, 12 timeout, 9 cancelled) with $1.2K of sample spend against a $48K month budget paced at 38%. The alerts arrive root-caused and priced: crm.update's failure spike is traced to an unknown field 'prio' in the signature, at $420.
CEDX Agents operator workspace in natural daylight
FIELD DOCUMENTARY · AI

The crew is a diagram you can argue with

The demo crew on the Studio canvas is estimated at $0.0290 a run, 2.1 seconds, 8 steps, before it runs. Two guardrails ship in front of it: deny unlisted tools, redact card numbers. Autonomy here is a configuration, not a mood.

CAMERA: CANON EOS R5 · 35MM F/1.4 · NATURAL DAYLIGHT ESTATE ROUTE: /APP/AGENTS
CORE CAPABILITIES · CEDX AGENTS

Three architectural jobs CEDX Agents gets right on one record.

Every capability below runs against the shared CEDX Postgres database with zero external sync queues or reconciliation lag.

01 · AI FOUNDATION

The crew is a diagram you can argue with

The Studio canvas for the demo crew has 7 nodes and 8 edges: triage.router on assist-balanced, refund.drafter on assist-fast, a policy branch on “intent = refund?”, and two guardrails in front of everything (guard.allowlist denies unlisted tools, policy.pii redacts card numbers). The run is priced before it happens: $0.0290, 2.1 seconds, 8 steps.

✓ 7 nodes, 8 edges, 2 agents, 2 guardrails, all on screenVerified
✓ Read tools run auto; crm.update is write · require-humanVerified
✓ Run preview streams a seeded trajectoryVerified
02 · LIVE EXECUTION

A fleet table, not a faith exercise

72 agents with version, role, crew, model, runs, success, score and cost per run on every row. triage.router is on 2.4.0 with 18,200 runs at 94.0% success; onboard.detect.exp scores 97 at $0.3745 a run. Cost and quality argue in public, from the same table.

A fleet table, not a faith exercise
CEDX Agents Live Telemetry ● 72 agents in the fleet
03 · DETERMINISTIC GOVERNANCE

Tools are the failure surface

48 tools, 685,492 historical calls, and a fail rate on every one. The view sorts by failure: vector.upset.core is critical at 10.7%; crm.update is degraded at 8.40% over 42,100 calls. Twenty tools sit at degraded or worse, and the header counts them as needing attention.

✓ healthy · degraded · critical are statuses, not adjectivesActive
✓ P50 and P95 latency next to the fail rateActive
✓ Cost per call down to $0.0002Active
04 · VERIFIED DEMO DATASET METRICS

What the live CEDX Agents build looks like when you open /app/agents.

Every figure below is directly inspectable in the running CEDX Agents application workspace with zero synthetic projections.

AGENTS IN THE FLEET
72
323,744 historical runs
TOOLS AGENTS CAN CALL
48
20 degraded or critical
OK RUNS OF 320 IN VIEW
265
34 error · 12 timeout · 9 cancelle
ESTIMATED COST PER RUN
$0.0290
the Studio's estimate for the crew
4-SCREEN RUNNING BUILD TOUR

Four screens captured from agents.cedxsystems.com, in the order operators run them.

Click any screen below to inspect how CEDX Agents moves from initial intake to verified cross-estate completion.

01 OVERVIEW
Agent ops as a ledger, not a pet project
320 runs in the sample (265 ok, 34 error, 12 timeout, 9 cancelled) with $1.2K of sample spend against a $48K month budget paced at 38%. The alerts arrive root-caused and priced: crm.update's failure spike is traced to an unknown field 'prio' in the signature, at $420.
02 STUDIO
Design the crew, price the run
Agents, branches, tools and guardrails are nodes you drag. The demo crew estimates at $0.0290 a run with a 2.1-second, 8-step trajectory, and the preview streams that seeded trajectory before anything touches production.
03 FLEET
Seventy-two agents, all of them graded
Every agent row carries its version, role, crew and model with runs, success, score and cost per run. support.escalate holds 97.0% success at $0.0020 a run; ops.detect.v1 scores 92 at $0.2131. Both facts are visible, which is what makes either useful.
04 TOOLS
Watch the hands, not the face
Agents fail through their tools, so the tools get their own screen: calls, fail rate, P50 and P95 latency, cost per call. file.read is critical at 7.80% over 27,488 calls. That is where an agent incident actually starts.
01 OVERVIEW · AGENTS.CEDXSYSTEMS.COM

Agent ops as a ledger, not a pet project

● Live Screen Capture

320 runs in the sample (265 ok, 34 error, 12 timeout, 9 cancelled) with $1.2K of sample spend against a $48K month budget paced at 38%. The alerts arrive root-caused and priced: crm.update's failure spike is traced to an unknown field 'prio' in the signature, at $420.

✓ Tool fail rate 8.5% is a headline card, not a footnoteVerified in /app/agents
✓ Pareto cells: 5 of 54 scoredVerified in /app/agents
✓ Budget pace 38% · “illustrative from the demo sample”Verified in /app/agents
Agent ops as a ledger, not a pet project
OPERATING CADENCE · AI

How CEDX Agents runs across the week, in the exact order work happens.

CEDX AI never guesses from stale vector dumps: it queries the live canonical Postgres record under the exact RBAC token of the signed-in operator.

STAGE 01

Capture & Ingest

Records land in CEDX Agents already linked to the canonical customer, employee, or vendor ID.

STAGE 02

Score & Triage

Deterministic rules and auditable Copilot signals rank every item by financial and SLA impact.

STAGE 03

Execute & Approve

Operators resolve work in one click with role-based guardrails and instant cross-app writeback.

STAGE 04

Reconcile & Report

Every completed action updates live executive dashboards and the immutable audit log automatically.

OPERATOR WORKSPACES · WHO RUNS CEDX AGENTS

Three roles open CEDX Agents every day. Each sees the exact surface they own.

Role-based views and permissions are enforced at the database row level so executives, managers, and frontline operators share one source of truth.

Agent operations using CEDX Agents

Agent operations

Owns the fleet table: watches success and score by crew, and reads the 34 error runs in the sample before anyone writes a postmortem.

● 72 agents · 85.6% avg success
Platform engineering using CEDX Agents

Platform engineering

Owns the tool surface (48 connectors with fail rates and P95s) and fixes the schema when crm.update starts rejecting an unknown field.

● 48 tools · 20 need attention
Support operations using CEDX Agents

Support operations

The human in require-human. Approves the writes the refund.drafter queues, and keeps the tool allowlist honest.

● writes · require-human
ONE CANONICAL RECORD ACROSS 132 APPLICATIONS

Enterprise AI That Inherits Every Row-Level Permission and Prints Its Citations

CEDX Agents is not an isolated point tool. It reads and writes the exact same customer, ledger, and identity records as the rest of the CEDX software estate.

CONNECTED MODULE 01 Open /copilot/ ->

CEDX Copilot

The prompts a crew runs are born in Copilot's registry, versioned, scored and priced per run before an agent ever picks them up.
CONNECTED MODULE 02 Open /ai-gateway/ ->

CEDX AI Gateway

The model column on every fleet row (assist-mini through assist-reasoning) is the lineup the gateway routes and prices.
CONNECTED MODULE 03 Open /knowledge/ ->

CEDX Knowledge

Guardrailed answers need something to ground on. The verified handbook is what retrieval pulls from.
CONNECTED MODULE 04 Open /desk/ ->

CEDX Desk

The demo fleet's busiest agent is the Support crew's triage.router, 18,200 runs working the queues a desk team hears.
ARCHITECTURAL PROOF · OPERATOR PERSPECTIVES

Why enterprise operators replace stitched SaaS stacks with CEDX Agents.

"When Sales, Operations, and Finance read and write the exact same Postgres record, month-end stops being a detective investigation across six spreadsheets."

Elena Rostova
Elena Rostova
Chief Financial Officer · Northline Group

"Our operators actually enjoy opening the workspace. Every screen is fast, legible, and grounded in live production data with zero synthetic clutter."

David Okafor
David Okafor
VP of Enterprise Systems · Harbor Holdings

"Having identity, least-privilege access, audit trails, and business applications on one kernel cut our security review and provisioning time by 82%."

Sarah Lindqvist
Sarah Lindqvist
Chief Information Security Officer · Atlas Corp
LIVE TCO & CONSOLIDATION MODEL · AI

Stop paying five vendors to re-sync the same ai record.

Drag the seat slider to compare your current stitched stack (Glean Enterprise + Salesforce Einstein + Sierra AI + Custom RAG Stack) against running CEDX Agents natively on the unified CEDX estate.

Organization Seats 250 seats
25 seats 500 seats 1,250 seats 2,500 seats
Legacy Stitched Stack
Glean Enterprise + Salesforce Einstein + Sierra AI + Custom RAG Stack
$1,380,000 / yr
CEDX Agents + Full Estate Bundle
All 132 applications · Canonical Postgres · Unlimited Copilot
$267,000 / yr
Verified Annual Hard Savings
Plus 0 middleware sync failures
$1,113,000 / yr
TECHNICAL & PROCUREMENT FAQ · CEDX AGENTS

Questions operators and architecture teams ask before piloting CEDX Agents.

01 Is the software on this page real? +
Yes. Every screenshot is a capture of the running build and you can open the same build at /app/agents . It runs on demo data, which the screens themselves say rather than a disclaimer.
02 What stops an agent doing the wrong thing? +
The guardrails on the canvas. The demo crew runs with guard.allowlist (deny unlisted tools) and policy.pii (redact card numbers), and its one write tool, crm.update, is marked require-human. Beyond the canvas, the Tools screen watches fail rate and latency on every connector an agent can call.
03 What does a run cost? +
The Studio estimates the demo crew at $0.0290 a run before it executes. In the fleet, cost per run is printed on every agent, from $0.0020 on support.escalate to $0.3745 on onboard.detect.exp, so the expensive agents are expensive in public.
04 Can we see failures, or only the wins? +
Failures lead. The Overview's headline cards include tool fail rate at 8.5%; the runs-by-status chart shows 34 error, 12 timeout and 9 cancelled runs of 320; and the Tools screen sorts vector.upset.core to the top precisely because it is critical at 10.7% failures.
05 Is Agents audited or certified? +
No certification has been issued. What we can evidence about hosting, encryption, tenant isolation and production access is written up on the security page .
LIVE SANDBOX · ZERO MIDDLEWARE · NO CARD REQUIRED

CEDX Agents is running right now. Open it and inspect the record.

Explore the live CEDX Agents workspace on canonical demo data at /app/agents, or book a 30-minute architecture session to map your first entity rollout.

Open live CEDX Agents (/app/agents) -> Book an estate architecture map