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

An assistant you can audit, not just ask.

Ask AI, ⌘J, sits on every screen of every CEDX app. This is the console behind it: prompts versioned like code, every run traced, answers scored against eval gates, and spend watched against a budget.

Open live CEDX Copilot -> Inspect 4-screen build tour
320 traced runs in view 84 prompts in the registry $0.003 per run, best on the frontier Zero-ETL Shared Postgres Record
CEDX Copilot Enterprise Architecture Briefing
CEDX Copilot · 320 traced runs in view

"Our operators actually enjoy opening the workspace. Every screen is fast, legible, and grounded in live production dat..."

David Okafor · VP of Enterprise Systems · Harbor Holdings · 0.01s Canonical Sync
CEDX Copilot reads and writes the exact same canonical Postgres record as CEDX Knowledge, CEDX Desk, and CEDX AI Gateway with zero third-party webhooks.
🔒 https://copilot.cedxsystems.com/workspace/live
CEDX Copilot · Overview (The AI period brief, not a vanity dashboard)
copilot.cedxsystems.com · 01 Overview · Live Canonical Dataset
● Overview Active · 0.011s Sync Open /app/copilot ↗
TRACED RUNS IN VIEW
320
278 ok · 13.1% non-ok
PROMPTS IN THE REGISTRY
84
501,801 historical runs
PER RUN, BEST ON THE FRONTIER
$0.003
support.refund.policy · score 91
AVERAGE LATENCY
3.2s
slowest ok run 9.1s
AI Engine / Agent Runbook Grounded Schema Scope Caller & Policy Guardrail Token / Latency Budget Deterministic Write Gate Audit Trace
Deal Desk Margin CopilotCEDX Copilot · Record #1040 CRM + Quotes + Books AR RBAC: Account Executive 180ms · $0.004 / Run ● Human-in-the-Loop Signoff Trace #99412
Autonomous AR Collections AgentCEDX Copilot · Record #1041 Books Overdue + Mail + Sign RBAC: Finance Controller 310ms · Zero Hallucination ● Leashed to Approved Tiers Trace #99418
AI Gateway Model RouterCEDX Copilot · Record #1042 Zero-Retention Enterprise LLM PII Redaction Active 99.98% Cache Hit Rate ● Strict Cost Cap Enforced Trace #99425
Voice & Call Floor IntelligenceCEDX Copilot · Record #1043 Live Speech-to-CRM Extraction 100% Call Transcription Real-Time Sentiment + Next Step ● Auto-Logged to Deal Record Trace #99431
✦ CEDX Copilot Copilot · Deal Desk Margin Copilot
Overview Verified
Docs RAG citation quality slipped after the Jul 30 traffic spike: citation F1 fell to 0.79 against the 0.82 gate. Reasoning-model spend is up 38% week over week. Each alert arrives root-caused and priced: symptom, cause, fix, and the dollar figure next to it.
CEDX Copilot operator workspace in natural daylight
FIELD DOCUMENTARY · AI

Ask, and the answer cites its source

Every answer in these captures ends the same way: “Cite handbook §Billing/double-charge.” An assistant that shows its sources is one you can check. That is the whole design.

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

Three architectural jobs CEDX Copilot 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

Ask, and the answer cites its source

The Playground's system prompt is on screen: “Answer only from retrieved context. Cite sources.” The demo transcript does exactly that, finding order NL-48291, naming invoices INV-9912 and INV-9913, applying refund policy §4.2 and ending by citing the handbook section it relied on.

✓ System prompt and template visible next to the answerVerified
✓ Token, cost and latency estimate before you runVerified
✓ Single or Compare, side by sideVerified
02 · LIVE EXECUTION

84 prompts, versioned like code

The registry carries VER, project, model, runs, score and cost per run on every row: docs.rag.answer is on 4.0.0 with 22,110 runs at $0.0142 each. Tag chips filter the list by what you are actually tuning: grounded, latency, policy, cost.

84 prompts, versioned like code
CEDX Copilot Live Telemetry ● 320 traced runs in view
03 · DETERMINISTIC GOVERNANCE

Every run leaves a trace

320 runs with run id, prompt, model, status, latency, in and out tokens, cost and score. The failures are as legible as the successes: Error rows sit at 30.0s with zero output tokens, a timeout, not a mystery.

✓ ok · error · timeout · filtered as chipsActive
✓ In/out tokens and cost on every rowActive
✓ Search by prompt, run id or modelActive
04 · VERIFIED DEMO DATASET METRICS

What the live CEDX Copilot build looks like when you open /app/copilot.

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

TRACED RUNS IN VIEW
320
278 ok · 13.1% non-ok
PROMPTS IN THE REGISTRY
84
501,801 historical runs
PER RUN, BEST ON THE FRONTIER
$0.003
support.refund.policy · score 91
AVERAGE LATENCY
3.2s
slowest ok run 9.1s
4-SCREEN RUNNING BUILD TOUR

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

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

01 OVERVIEW
The AI period brief, not a vanity dashboard
Docs RAG citation quality slipped after the Jul 30 traffic spike: citation F1 fell to 0.79 against the 0.82 gate. Reasoning-model spend is up 38% week over week. Each alert arrives root-caused and priced: symptom, cause, fix, and the dollar figure next to it.
02 PLAYGROUND
Try the prompt before it ships
Template support.triage.v3 on assist-balanced, temperature 0.2, with the transcript labelled “demo transcript · no live assistant call” on the screen itself. The template score of 86 comes from 18,420 historical runs, and the screen says so.
03 PROMPTS
A registry, not a folder of text files
84 prompts, 501,801 historical runs, 6 models in use, an average score of 77 across the view. Every row names its version, project, model, run count, score and cost per run, and exports to CSV.
04 TRACES
Debug the run, not the vibe
320 traces with status, latency, in and out tokens, cost and score per run. The most expensive run in view, sales.rag.hotfix at $19.48, sits next to a 91 score, so cost and quality are argued about from the same table.
01 OVERVIEW · COPILOT.CEDXSYSTEMS.COM

The AI period brief, not a vanity dashboard

● Live Screen Capture

Docs RAG citation quality slipped after the Jul 30 traffic spike: citation F1 fell to 0.79 against the 0.82 gate. Reasoning-model spend is up 38% week over week. Each alert arrives root-caused and priced: symptom, cause, fix, and the dollar figure next to it.

✓ Runs, spend, score, latency, error rate on one rowVerified in /app/copilot
✓ Alerts arrive root-caused and pricedVerified in /app/copilot
✓ Budget pace marked illustrative, from the 320-run sampleVerified in /app/copilot
The AI period brief, not a vanity dashboard
OPERATING CADENCE · AI

How CEDX Copilot 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 Copilot 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 COPILOT

Three roles open CEDX Copilot 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.

Prompt engineering using CEDX Copilot

Prompt engineering

Owns the registry: versions prompts, watches score and cost per run, and promotes 4.0.0 over 3.0.8 only when the evals say so.

● 84 prompts · 6 models
Knowledge and docs using CEDX Copilot

Knowledge and docs

Keeps the handbook the assistant is allowed to cite. Retrieval quality is their scoreboard: citation F1 against the 0.82 gate.

● citation F1 · gate 0.82
Support operations using CEDX Copilot

Support operations

Reads the traces when an answer goes wrong, and works the review queue before a template ships to production.

● review queue · 23
ONE CANONICAL RECORD ACROSS 132 APPLICATIONS

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

CEDX Copilot 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 /knowledge/ ->

CEDX Knowledge

The retrieved context the system prompt restricts answers to is the handbook Knowledge maintains, which is why citation F1 has a gate.
CONNECTED MODULE 02 Open /desk/ ->

CEDX Desk

The support.triage.v3 template in the captures answers exactly what Desk hears: invoice disputes, refunds, order lookups.
CONNECTED MODULE 03 Open /ai-gateway/ ->

CEDX AI Gateway

Six models in use on the registry. The gateway is where each model's card, price and quality bias live.
CONNECTED MODULE 04 Open /agents/ ->

CEDX Agents

The review queue and the frontier are where scored runs become supervised, longer-running work.
ARCHITECTURAL PROOF · OPERATOR PERSPECTIVES

Why enterprise operators replace stitched SaaS stacks with CEDX Copilot.

"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

"We started with one application to fix our most painful bottleneck, and added five more modules on the same login without a single migration project."

Arjun Patel
Arjun Patel
SVP of Global Operations · Keystone Logistics
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 Copilot 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 Copilot + 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 COPILOT

Questions operators and architecture teams ask before piloting CEDX Copilot.

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/copilot . It runs on demo data, which the Playground states on screen rather than in a disclaimer.
02 Where do the assistant's answers come from? +
From retrieved context, and only from retrieved context. That restriction is the system prompt, visible in the Playground capture. The demo answer ends by citing the handbook section it used, §Billing/double-charge, so a person can check it.
03 What stops a prompt quietly getting worse? +
The eval gates. When citation F1 fell to 0.79 against the 0.82 gate after a traffic spike, the Overview raised a root-caused alert naming the prompt, the model and the question type it concentrated in, not just a downward line.
04 What does a run cost? +
The registry prints cost per run on every prompt, from $0.0012 on assist-mini to $4.22 on assist-large in the current view, and every trace carries its own cost. The budget card is labelled illustrative; nothing on this page is a price list.
05 Can we see why a specific answer went wrong? +
Yes, at the run level. Traces holds each run's status, latency, in and out tokens, cost and score; the error rows sit at 30.0 seconds with zero output tokens, which is a timeout you can act on rather than a complaint you cannot.
LIVE SANDBOX · ZERO MIDDLEWARE · NO CARD REQUIRED

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

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

Open live CEDX Copilot (/app/copilot) -> Book an estate architecture map