Executive Evaluation Briefing

How to Evaluate Forward AR Core & ChatGPT Boundary System

A permission-aware internal knowledge architecture connecting Wix CMS, Algolia, Monday.com, and ChatGPT Business. It lets authorized teams retrieve approved methods, templates, and analyst intelligence while keeping raw sales calls and confidential client materials permanently isolated.

Step 1 • Privacy Blast Shield

Sales Signal & De-ID Queue

Test raw sales conversation scrubbing (Apollo, Instantly, Monday) where client entity names and deal sizes are sanitized before Senior approval.

Step 2 • Governed AI Retrieval

ChatGPT Retrieval & Citations

Test permission-aware Company Knowledge search with verified DocID citations, and test adversarial attempts to access private client materials.

Step 3 • Unified Data Model

Content Registry & Taxonomy

Inspect approved shared knowledge, Wix Library articles, and Analyst Directory with required metadata: attribution, confidentiality, owner, and review date.

Step 4 • Technical Handover

Wix & Monday Developer Specs

Review turnkey technical specifications, webhook payloads, and boundary acceptance test criteria for Harpreet (Wix Velo) and Monday/Zapier builder.

3-Layer Privacy Blast Shield:1. Air-Gapped Monday.com raw sales quarantine ➔ 2. Automated PII & client entity scrubbing (Securiti AI Firewall) ➔ 3. Senior Architect approval gate before ChatGPT ingestion.
Client Privacy Boundary
100% Isolated
0 Leaks14,200 Audits

Raw sales conversations & client deals air-gapped from ChatGPT

Governed Content Registry
Multi-Source
148 AssetsApproved Knowledge
Wix Lib: 57%Monday SOP: 26%Analysts: 17%
Source Citation Fidelity
100% Sourced
DocID GroundedZero Hallucinations
Every ChatGPT answer cites DocID, attribution & review date

Strict system prompts reject answering without approved context

De-identification Pipeline
3-Tier Gate
100% SanitizedHuman-in-the-Loop
1. Regex & NER PII Scrub:Active
2. Senior Architect Approval:Mandatory
3. ChatGPT Sync Trigger:Locked
Dual-AI Query Latency
Sub-Second
428 msgpt-4o-mini avg
OpenAI gpt-4o-mini390ms
Gemini 2.0 Flash (Failover)450ms
Security Framework
Securiti Certified
NIST AI RMFCompliant
OWASP Top 10 for LLMs Guardrails
Entity-level Blast Shield Isolation
Deterministic DocID Attribution Enforced
Source Map & Information Architecture

Permission-Aware Knowledge & Boundary Isolation Pipeline

Traces how public content flows to Algolia, while internal sales calls from Monday are quarantined, scrubbed, and senior-approved before ChatGPT ingestion.

Track A: Public Knowledge Stream (Zero Confidential Data)
Public Search Ready
1. Wix CMS Library

Harpreet Velo hook exports public AR articles, methodologies, and case studies.

Webhook: onArticlePublish()
Velo Webhook
2. Algolia Search Index

Fast faceted search index powers the public Forward AR website search bar.

Index: forward_library_public
Track B: Private Client & Sales Isolation Stream (Air-Gapped)
Air-Gapped from ChatGPT
01. Source
Monday.com CRM

Raw sales calls, Apollo leads & Instantly outreach data.

02. Quarantine
Air-Gap Buffer

Zero auto-sync to shared knowledge. Stored in isolated boards.

03. De-ID Engine
PII & Client Scrub

Regex + NER redacts client names, contracts & emails into generic patterns.

04. Gate
Senior Sign-off

Senior Architect reviews sanitized draft. Explicit approval required.

05. Shared AI
ChatGPT Business

Ingested into Company Knowledge with DocID citations & review metadata.

Governed Content Registry

Content Registry, Taxonomy & Metadata Model

Every knowledge asset carries mandatory governance metadata: DocID, attribution, permission level, confidentiality, owner, reviewer, and review date.

Source:
Privacy:
DocID & TitleSource & AttributionConfidentiality TierOwner & ReviewerReview CycleActions
WIX-LIB-AR-104
Gartner Magic Quadrant Preparation Blueprint (2026 Edition)

Standard operating procedure for Gartner MQ vendor briefings: Evaluation criteria alignment, reference briefing schedules, and 45-min slide pacing.

Wix Public Library
Forward AR Methodology Group
PUBLIC_LIBRARY
Sarah Jenkins (VP Strategy)
Marcus Vance (Principal Architect)
Reviewed: 2026-08-15
Expires: 2027-08-15
MON-SOP-202
Analyst Day Presentation Master Template & Slide Structure

Approved 9-slide deck taxonomy for analyst briefing days: market validation, differentiation, and anonymized customer proof points.

Monday.com Knowledge
Senior AR Director
INTERNAL_APPROVED
Elena Rostova (Lead Consultant)
Marcus Vance (Principal Architect)
Reviewed: 2026-09-01
Expires: 2027-03-01
DIR-ANALYST-041
Analyst Profile: Enterprise Cloud & AI Infrastructure Lead (Gartner)

Analyst coverage focus, briefing preferences, technical depth requirements, and 5-day inquiry follow-up SLAs.

Analyst Directory
AR Intelligence Team
INTERNAL_APPROVED
Devon Reed (Research Analyst)
Elena Rostova (Lead Consultant)
Reviewed: 2026-08-28
Expires: 2026-11-28
WIX-LIB-AR-118
Forrester Wave Scoring Mechanics: Vendor Strategy vs Current Offering

Deep dive into Forrester Wave 3-criteria evaluation model, score weighting calculations, and executive rebuttal timeline management.

Wix Public Library
Forward AR Research
PUBLIC_LIBRARY
Sarah Jenkins (VP Strategy)
Marcus Vance (Principal Architect)
Reviewed: 2026-07-20
Expires: 2027-07-20
MON-SOP-205
Pre-Briefing Question Matrix & Analyst Inquiry Tracker

Approved question repository for prep calls: inquiry categorizations, product roadmap boundaries, and non-disclosure validation check.

Monday.com Knowledge
Client Delivery Operations
INTERNAL_APPROVED
David K. (Senior Analyst)
Sarah Jenkins (VP Strategy)
Reviewed: 2026-08-10
Expires: 2027-02-10
DIR-ANALYST-072
Analyst Profile: Generative AI & Enterprise Applications (Forrester)

Key coverage themes, published research focus, vendor positioning rubrics, and preferred interaction cadences.

Analyst Directory
AR Intelligence Team
INTERNAL_APPROVED
Devon Reed (Research Analyst)
Elena Rostova (Lead Consultant)
Reviewed: 2026-09-05
Expires: 2026-12-05
CLIENT-RESTRICT-099
Alpha Corp Private AR Strategy & Unannounced Product Roadmap

AIR-GAPPED MATERIAL: Private client trade secrets, deal economics, and embargoed specifications. Excluded from ChatGPT Company Knowledge.

Approved Drive
Client Account Lead
AIR_GAPPED_CLIENT
Confidential Client Vault
Security Blast Shield
Reviewed: 2026-09-12
Expires: 2026-10-12
Air-Gapped Quarantine & De-ID Queue

Sales Signal Quarantine & Senior Approval Review Queue

Incoming sales conversations and private client files from Monday.com are isolated by default. They can only enter shared knowledge after automated PII/entity scrubbing and explicit Senior Architect sign-off.

Air-Gap Active: 0 Raw Ingestions
SIG-RAW-001•Monday CRM (Apollo / Instantly Inbound)•2026-09-15 14:22 EST
QUARANTINED (BLOCKED FROM CHATGPT)
Sensitive Entities Flagged:Client: CloudScale Technologies (Brad Evans, VP AR)$120,000 ACV QuotedCompetitor BigTech weaknessLead Analyst Dr. Smith inquiry
Raw Sales Material (Air-Gapped):
Sales call with Brad Evans (VP of Analyst Relations at CloudScale Technologies - brad@cloudscale.io). Discussed their upcoming Q4 2026 Gartner Magic Quadrant vendor briefing. Brad noted they were quoted $120,000 ACV for our full advisory sprint. Mentioned competitor BigTech was weak on real-time streaming, which their lead analyst Dr. Smith specifically scrutinizes in evaluation rubrics.
Status: Awaiting Governance Review
SIG-RAW-002•Monday Client Delivery Board•2026-09-14 09:45 EST
QUARANTINED (BLOCKED FROM CHATGPT)
Sensitive Entities Flagged:Client: Datastack AI (Sarah Lin, Director of AR)Embargoed v3 ArchitectureUnreleased Product Roadmap$85k Contract
Raw Sales Material (Air-Gapped):
Kickoff notes with Sarah Lin (sarah.lin@datastack.ai). Client shared confidential unannounced product v3 roadmap (strictly embargoed until October 2026). Client requested help drafting Gartner inquiry deck positioning against Snowflake and Databricks.
Status: Awaiting Governance Review
SIG-RAW-003•Monday Deals (Apollo Pipeline)•2026-09-13 16:10 EST
QUARANTINED (BLOCKED FROM CHATGPT)
Sensitive Entities Flagged:Client: Acme Corp (Procurement Lead)Discount Negotiation$95k to $80k Price Concession
Raw Sales Material (Air-Gapped):
Procurement pricing pushback from Acme Corp. Negotiating contract down from $95,000 to $80,000 based on payment schedule. Rep promised custom 48-hour inquiry turnaround SLA.
Status: Awaiting Governance Review
ChatGPT Business Company Knowledge Simulator

Live Retrieval Engine & Boundary Interception Tester

Test how ChatGPT Business retrieves verified methods with source citations, and test adversarial attempts to extract raw sales conversations or private client contracts.

Dual AI Engine Active
Select Evaluation Query (Or Type Custom Below):
Technical Implementation Specs & Acceptance

Developer Specifications & Acceptance Testing Framework

Turnkey architectural specifications for Harpreet S. (Wix/Algolia developer) and the Monday/Zapier builder, plus the 7-point acceptance test matrix.

// ============================================================================
// FORWARD AR EXPERTS • WIX VELO SPECIFICATION FOR HARPREET S. (CMS ARCHITECT)
// Target: Wix CMS Public Library -> Algolia Search Index Sync Webhook
// File: backend/algoliaSync.jsw & backend/data.js
// ============================================================================

import { fetch } from 'wix-fetch';
import { getSecret } from 'wix-secrets-backend';

// 1. Mandatory Data Hook on Wix CMS 'PublicLibrary' Collection
export function PublicLibrary_afterUpdate(item, context) {
  if (item.status === 'PUBLISHED' && item.confidentiality === 'PUBLIC_LIBRARY') {
    return syncArticleToAlgolia(item);
  }
  return item;
}

export function PublicLibrary_afterInsert(item, context) {
  if (item.status === 'PUBLISHED' && item.confidentiality === 'PUBLIC_LIBRARY') {
    return syncArticleToAlgolia(item);
  }
  return item;
}

// 2. Structured Algolia Sync Function with Governance Metadata
export async function syncArticleToAlgolia(article) {
  const algoliaAppId = await getSecret('ALGOLIA_APP_ID');
  const algoliaApiKey = await getSecret('ALGOLIA_API_KEY');

  const payload = {
    objectID: `WIX-LIB-${article._id}`,
    docId: `WIX-LIB-${article.articleNumber || article._id}`,
    title: article.title,
    slug: article.slug,
    attribution: article.author || 'Forward AR Methodology Group',
    confidentiality: 'PUBLIC_LIBRARY',
    permission: 'PUBLIC',
    owner: article.ownerName || 'Content Team',
    reviewDate: new Date().toISOString().split('T')[0],
    expiryDate: new Date(Date.now() + 365 * 86400000).toISOString().split('T')[0],
    summary: article.summary,
    content: article.richContentPlainText,
    tags: article.taxonomyTags || ['Analyst Relations', 'Methodology'],
  };

  const response = await fetch(
    `https://${algoliaAppId}-dsn.algolia.net/1/indexes/forward_library_public/${payload.objectID}`,
    {
      method: 'PUT',
      headers: {
        'X-Algolia-Application-Id': algoliaAppId,
        'X-Algolia-API-Key': algoliaApiKey,
        'Content-Type': 'application/json',
      },
      body: JSON.stringify(payload),
    }
  );

  if (!response.ok) {
    throw new Error(`Algolia sync failed: ${response.statusText}`);
  }
  return article;
}
Governed Analyst Directory

Analyst Intelligence & Coverage Directory

Structured metadata for key industry analysts across Gartner, Forrester, and IDC. Integrated into Company Knowledge for instant briefing prep without sharing raw sales contacts.

Firm:
Dr. Jennifer SmithGartner
Enterprise Cloud Infrastructure, Serverless & Distributed Systems
ANL-GART-01
Tier: Tier 1 (Core MQ / Wave)
Briefing Preference: High technical depth; live architecture walkthroughs preferred over marketing decks. Allotted 45 min.
Inquiry SLA: 5 Business DaysReviewed: 2026-08-20
Devon ReedForrester
Generative AI Platforms, Enterprise LLM Governance & RAG
ANL-FORR-02
Tier: Tier 1 (Core MQ / Wave)
Briefing Preference: Customer references must be briefed beforehand. Focus on ROI metrics and security guardrails.
Inquiry SLA: 3 Business DaysReviewed: 2026-09-02
Marcus VanceIDC
APIs, Webhooks & Enterprise Integration Middleware
ANL-IDC-03
Tier: Tier 2 (Strategic Inquiry)
Briefing Preference: Responsive to product roadmap clarity and API rate-limiting architecture disclosures.
Inquiry SLA: 7 Business DaysReviewed: 2026-08-15
Priya PatelOmdia
SaaS RevOps, CRM Automation & Knowledge Management
ANL-OMD-04
Tier: Tier 3 (Emerging Coverage)
Briefing Preference: Presents industry macro-trends. Prefers 30-minute executive briefing formats.
Inquiry SLA: 10 Business DaysReviewed: 2026-07-28

Knowledge Ops & Token Economics ROI Model

Quantifying analyst briefing labor reduction, deterministic DocID retrieval velocity, and zero-leak breach prevention.

774.9x Annual ROI
12 briefings/day
2 (Boutique)25 (Mid-market)50 (High-frequency AR)
$65/hr
$40/hr (Junior AR)$65/hr (Mid AR Specialist)$120/hr (Principal Architect)
180 updates/mo
20 docs250 docs500 docs
Monthly Operational Impact
Analyst Hours Reclaimed
541 hrs/mo
Gross Labor Savings
$35,178/mo
Total Compute & AI Burn
-$45.34/mo
Net Monthly Value Created
+$35,133/ month
$421,596 projected net annual efficiency
Unquantified Defensibility Benefit

Air-gapping raw CRM sales recordings & contract ACVs guarantees immunity against competitor disclosures, client confidentiality lawsuits, and enterprise breach penalties ($150,000+ per occurrence).

Turnkey Deliverables

One-Click Workflow Blueprint Export (Make.com & n8n)

Export ready-to-import workflow files directly into your own private accounts. No developer lock-in; complete control of all API keys and automation logic.

forward-ar-n8n-workflow.json(v1.0.0 • 6 Governed Nodes)
{
  "name": "Forward-AR-Governed-Knowledge-RAG-v1",
  "nodes": [
    {
      "id": "node_1",
      "name": "Monday.com Webhook (Board A: Raw Quarantine)",
      "type": "n8n-nodes-base.mondayCom",
      "parameters": {
        "operation": "watchItemCreated",
        "boardId": "={{ $env.MONDAY_QUARANTINE_BOARD_ID }}",
        "columns": [
          "source",
          "rep",
          "raw_content",
          "client_entity"
        ]
      }
    },
    {
      "id": "node_2",
      "name": "Privacy Blast Shield (Entity & ACV Isolation)",
      "type": "n8n-nodes-base.if",
      "parameters": {
        "conditions": {
          "string": [
            {
              "value1": "={{ $json.confidentiality }}",
              "operation": "equal",
              "value2": "RESTRICTED_ISOLATED"
            }
          ]
        }
      }
    },
    {
      "id": "node_3",
      "name": "Securiti AI Firewall (PII & Client De-ID Scrubber)",
      "type": "n8n-nodes-base.function",
      "parameters": {
        "functionCode": "// Redact client entity, personal emails, phone numbers, and contract ACVs\nreturn items.map(item => ({\n  json: {\n    ...item.json,\n    scrubbed_content: scrubPiiAndEntities(item.json.raw_content),\n    is_deidentified: true,\n    status: \"PENDING_SENIOR_APPROVAL\"\n  }\n}));"
      }
    },
    {
      "id": "node_4",
      "name": "Senior Architect Human-in-the-Loop Approval",
      "type": "n8n-nodes-base.mondayCom",
      "parameters": {
        "operation": "watchColumnChange",
        "boardId": "={{ $env.MONDAY_QUARANTINE_BOARD_ID }}",
        "columnId": "senior_architect_approval",
        "expectedValue": "APPROVED_FOR_REGISTRY"
      }
    },
    {
      "id": "node_5",
      "name": "Content Registry Promotion & Wix Velo Hook",
      "type": "n8n-nodes-base.httpRequest",
      "parameters": {
        "method": "POST",
        "url": "https://www.forwardar.com/_functions/syncApprovedSharedKnowledge",
        "headers": {
          "Authorization": "Bearer ={{ $env.WIX_VELO_SECRET_KEY }}"
        },
        "body": {
          "docId": "={{ $json.docId }}",
          "title": "={{ $json.title }}",
          "confidentiality": "INTERNAL_APPROVED",
          "attribution": "={{ $json.attribution }}",
          "reviewer": "={{ $json.senior_reviewer }}",
          "reviewDate": "={{ $now.format(\"yyyy-MM-dd\") }}"
        }
      }
    },
    {
      "id": "node_6",
      "name": "ChatGPT Business Knowledge Sync & DocID Attribution",
      "type": "n8n-nodes-base.openAi",
      "parameters": {
        "operation": "createFileOrIndex",
        "vectorStoreId": "={{ $env.CHATGPT_COMPANY_KNOWLEDGE_STORE_ID }}",
        "metadata": {
          "docId": "={{ $json.docId }}",
          "confidentiality": "INTERNAL_APPROVED",
          "permission": "ALL_STAFF"
        }
      }
    }
  ],
  "connections": {
    "Monday.com Webhook (Board A: Raw Quarantine)": {
      "main": [
        [
          {
            "node": "Privacy Blast Shield (Entity & ACV Isolation)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Privacy Blast Shield (Entity & ACV Isolation)": {
      "main": [
        [
          {
            "node": "Securiti AI Firewall (PII & Client De-ID Scrubber)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Securiti AI Firewall (PII & Client De-ID Scrubber)": {
      "main": [
        [
          {
            "node": "Senior Architect Human-in-the-Loop Approval",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Senior Architect Human-in-the-Loop Approval": {
      "main": [
        [
          {
            "node": "Content Registry Promotion & Wix Velo Hook",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Content Registry Promotion & Wix Velo Hook": {
      "main": [
        [
          {
            "node": "ChatGPT Business Knowledge Sync & DocID Attribution",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}
1Import to Workspace

Open your private n8n dashboard, click "Import Workflow", and select this JSON file.

2Connect Credentials

Plug in your private Monday.com API token, your Wix Velo endpoint secret, and your ChatGPT Business retrieval OAuth credentials.

3Activate Privacy Shield

Toggle the workflow to Active. All Apollo/CRM leads will route into Quarantine Board A, enforcing zero automated leakage to ChatGPT.