Introducing ContextFabric
Read Now
A new kind of context
Your teams’ digital experiences vanish every day. AI fails without them.
ContextFabric learns from how teams work across your organization, then feeds that intelligence to your agents so they take the right actions, handle exceptions, and work reliably in production.
Sales
ContextFabric™
Sr. AE
Acme Account Owner
Sensor Stream Active
Feature Interest Detected
Zendesk
→
Excel
→
DocuSign
→
Salesforce
→
Slack
Q4 Upgrade Pattern Confirmed
Slack DM
→
Salesforce
→
Calendar
SSO Technical Requirements Captured
Gong
→
Notion
→
Slack
→
Jira
Experience Assembled
Confidence 98%
Hidden Opportunity:
Acme Corp
SSO inquiry + API limit questions + 94% seat usage = enterprise upgrade signal. Historical pattern: Senior AE confirmed Acme upgrades every Q4 (3 consecutive years).
Context Ready
Retrieving Context from ContextFabric...
Chief Revenue Officer
9:41 AM
Show me new lead opportunities, including signals from across my team.
Lead Discovery Agent
Context :
Lead Intelligence
Acme Corp
Upsell
$25K
Value
Signals
Usage Surge + Enterprise Interest
Next Action
Draft SSO Proposal → Schedule Call
Context sourced from 6 Apps, 4 Experiences
Lead Discovery Agent
Just now
Built to work in your organization
ContextFabric evolves with your business, absorbing expert nuance and translating it into repeatable, enterprise-grade capability.
What should I know before negotiating with Acme Inc. for spring inventory?
Acme Inc.
Technology
500-1000 Employees
Cross-Team Signals Sensed
Enterprise Feature Interest
Support Agent
Zendesk
→
Excel
→
DocuSign
Competitive Threat Flagged
Account Executive
Gong
→
Notion
→
Slack
Capacity Limit Approaching
CS Manager
Datadog
→
Legacy CRM (AS/400)
→
Expansion Opportunity
High Intent
SSO interest (Support) + Competitive Eval (Sales) + Usage spike (CS) = Enterprise upgrade opportunity.
Act now
Draft Enterprise Proposal
Signals Detected
Acme Inc.
Technology
500-1000 Employees
Account Status
Active (Basic)
Last Touch
Monthly Newsletter
NPS Score
8 (Passive)
Seats Used
12/50
Recommended Action
Account appears stable. Continue standard engagement cadence.
Send monthly Newsletter
Without ContextFabric
With ContextFabric
How does
ContextFabric work?
We turn your enterprise work into
Agent-ready intelligence.
Capture
Context Sensors
Enterprise work happens in digital experiences: the activities, judgements, workflows, and cross-app sequences where people investigate, coordinate, decide, and handle exceptions. Most of that never makes it into systems of record. Context Sensors capture the missing layer (securely, with consent) by observing how work actually unfolds across your applications and turning it into structured signals: workflow steps, recurring patterns, handoffs, and the intent behind actions.
No integrations required. Learns and structures how work actually happens.
Acme Inc.
Tribal Knowledge
Acme upgrades to enterprise in Q4 when pitched on security features
Shadow Workflow
Sales tracks Acme deal progress in personal spreadsheet, not CRM
What we sensed
Acme upgrades to enterprise tier in Q4 when pitched on security features. Pattern confirmed across 2 consecutive years. Decision maker is CFO.
Recommended action
Reach out to Acme's CFO with SSO-focused enterprise proposal before Dec 15 (budget freeze). Support ticket shows active interest.
Context confidence
92%
How this was sensed
Zendesk
→
Excel
→
Slack
Support Agent processed SSO inquiry
Salesforce
→
Notion
→
Calendar
AE researched Acme renewal pattern
Slack
Sr. AE shared tribal knowledge
Excel
AE modeled upsell based on SSO + usage signals
→
Salesforce
AE researched decision maker
SAP (Legacy)
→
Gmail
→
DocuSign
AE prepared enterprise proposal
Digital Experiences (5)
Organize
Your Context Cloud
Digital experiences captured by Context Sensors across the organization flow into the Context Cloud, forming a living enterprise context backbone spanning teams, functions, geographies, and systems. As teams work, context models infer patterns, decisions, and cross-team dependencies that rarely make it into systems of record. Those inferences continuously refresh the backbone, so it stays current as work changes.
Governed with enterprise-grade controls and auditability, it’s the trusted backbone agents use to act reliably in production.
A living, governed enterprise context backbone where digital experiences become enterprise context.
Finance
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4hr SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Earned Insight
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Risk Signal
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Support, UK
Marketing
& Growth
Data Analytics
Legal
Compliance
Support, UK
IT support,
US
Engineering,
UK
CS & Support
Shipment
Engineering, US
Product
Management, UK
IT support,
UK
Customer
Support
HR, UAE
Deliver
Context Orchestrator
Supplies agents with the exact context they need at the moment of execution. Unlike retrieval systems that rely on content similarity, our approach learns from people attention - observing what teams focus on, decide, and act upon, to infer intent and situational context. This grounds agents in the team’s operational context, enabling multi-step execution with greater precision, higher reliability, and lower operational cost.
Delivers the right context at runtime.
HR, UAE
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4hr SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Earned Insight
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Risk Signal
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Data Analytics
Legal
Compliance
Support, UK
IT support,
US
Engineering,
UK
CS & Support
Sales Ops Manager
Individual Work
Reviewed account health metrics
Coordinated with Sales on renewal timing
Tribal Knowledge
SSO-active accounts show higher CSAT, lower churn
Shipment
Engineering, US
IT support,
UK
Customer
Support
Finance
Accounting Manager
Individual Work
Reconciled billing records
Reviewed payment schedules
Tribal Knowledge
90%+ seat use leads to expansion in 60 days
Finance Manager
Individual Work
Reviewed renewal forecast
Monitored enterprise contract exposure
Tribal Knowledge
90%+ seat use leads to expansion in 60 days
"What's the status of Acme Inc. and what should I know before the next call?"
CRM Agent
Active
Loaded context
Tribal Knowledge
Senior AE
Enterprise customers expect a 4hr SLA after SSO is enabled
Operational Pattern
CS Operations
Escalations spike when feature requests precede commercial alignment
Tribal Knowledge
Regional Sales Director
Acme historically upgrades in Q4 before budget freeze
Earned Insight
Accounting Manager
90%+ seat use leads to expansion in 60 days
With ContextFabric, your agents finally deliver enterprise value
60%
Faster task completion through precise grounding.
90%
Lower compute spend by eliminating unnecessary tokens and retries.
70%
Fewer hallucinations enabling secure, high-stakes automation.
Integration
No integrations required
ContextFabric works across mainframes, legacy systems, cloud, and AI applications, without requiring any integrations. This makes it straightforward for IT teams to deploy and scale a single context layer across the enterprise.
Interoperability
One context layer.
Every agent.
Instead of fragmenting context across tools with different storage models and retrieval capabilities, ContextFabric ensures consistent delivery across industry-leading and custom-built agents. ContextFabric plugs directly into your AI stack through a single MCP server, providing a unified context layer for every agent.
Connected Enterprise Agents
Engineering
Cursor
Sales
Agentforce
Customer Support
Sierra
ITSM
ServiceNow
HRIS
Workday
Legal
Harvey
Marketing
Writer
Custom Agents
LangChain
+ Any MCP-compatible agent or custom framework
Context Governance
Privacy-First Context Engineering
ContextFabric turns real digital interactions and work patterns into governed, policy-aware context before they ever reach an AI agent. Built on zero-trust principles, it ensures agents see only the minimum approved context, with access continuously verified and audited, without sacrificing privacy or control.
Add Context in Minutes
Deploy to AI agents in minutes. WorkFabric exposes a fully compliant Model Context Protocol (MCP) server, allowing any compatible agent to query real-time operational context instantly.
Native MCP Support
We implement the full protocol specification, so you can easily connect our MCP service to your AI agent framework of choice, including Copilot, Agentforce, LangChain, CrewAI, Neuro AI & more.
from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.prebuilt import create_react_agent
client = MultiServerMCPClient({ "context_retriever": { "url": "http://context.workfabric.com/mcp/context-demo", "transport": "streamable_http", "headers": { "X-Api-Key": '...' } } })
# Obtain ContextFabric MCP Tools. contextfabric_tools = await client.get_tools() agent = create_react_agent("gpt-5.2", contextfabric_tools)
# Invoke your AI Agent, and let it receive precise context # from ContextFabric to assist it. action = "Verify eligibility for claim CLM20250115001" agent_response = await agent.ainvoke({"messages": action})
Py
Unlock context powered agents across industries
Finance
Churn Prediction Agent
Detects hidden churn signals by sensing teams and customer interactions.
Goes beyond payment data to sense what your team actually knows—CFO tribal knowledge, competitor mentions in calls, unlogged termination requests—revealing churn risk before it shows in the numbers.
Which customers are at risk of churning that our data doesn't show?
Context Sensed by ContextFabric
Churn Signal
Gong
→
Salesforce
→
SAP
AE reviewed Gong call ("evaluating alternatives") → checked Salesforce renewal date (45 days) → messaged CSM in Slack asking for save strategy — no CRM churn flag set
Tribal knowledge
Slack DM
AR lead: "Their CFO always bluffs before renewal"
Hidden Signal
→
Zendesk
Customer emailed asking "cancellation options?" → Support opened Zendesk ticket but marked "general inquiry" — CSM never notified
Agent Response
Acme Corp shows 87% churn probability. Competitor eval + budget cuts + unlogged termination request. AR lead says CFO bluffs—call recommended.
Hidden Churn Risk
High Risk
87%
Churn Probability
Hidden Signals
Competitor eval • Budget cuts • Termination request
Tribal Knowledge
CFO bluffs every renewal - negotiate
Acme Corp
Shadow Spend Agent
Finds policy violations by sensing how employees actually book travel.
Detects when employees bypass official booking tools, use personal cards for reimbursement, or find workarounds—capturing the shadow workflows that create compliance gaps.
How are employees bypassing our travel policy?
Context Sensed by ContextFabric
Multi-App Workflow
Kayak
→
Gmail
→
Concur
→
Amex
Employee searched flights on Kayak → received confirmation in Gmail → skipped Concur entirely → charged personal Amex → submitted PDF receipt 3 days later for reimbursement
Tribal knowledge
Slack #travel
Just book direct and expense it—Concur times out anyway
Pattern
Concur
→
Excel (Legacy)
Finance lead tracks bypass cases in personal Excel — 14 employees this quarter, $42k uncontrolled spend
Agent Response
Found shadow booking workflow: 14 employees bypass Concur via direct booking + expense reimbursement. Tribal knowledge spreading in #travel channel.
Shadow Workflow Detected
High Risk
Shadow Bookings
35
This Quarter
Policy Gap
$42k
Uncontrolled
Latest News
Press
29 Aug 2025
Cognizant to Deploy 1,000 Context Engineers, Powered by ContextFabric™
Cognizant and Workfabric AI join forces to create a new discipline that enables high-impact, enterprise-grade agentic AI solutions for clients across industries
Read More
News
25 Dec 2025
NEW
Introducing ContextFabric
A new kind of context - how companies actually work, is an enduring competitive advantage. Organizations that harness it will win in the AI-era.
Read News
Harvard Business Review
21 Apr 2025
Teach AI to work like a member of your team
See how Workfabric AI helped a Fortune 500 retailer adapt off-the-shelf AI tools to match how the business actually operates.
Read Review
Aricle
2 Jan 2026
NEW
Context makes all the difference: what a Fortune 500 contracts team taught us about making AI
actually work
Read Article
News
16 Oct 2025
WorkFabric CEO Rohan Murty delivers keynote at Cognizant Discovery 2025
Read News
Article
16 Sep 2025
From code to context: The rise of contextual computing
Read Article
Video
21 May 2025
Productizing context: Infusing AI with team chemistry
Watch Video
Want smarter, faster, and more cost-efficient agents?
See how ContextFabric gives your AI agents the business context they need to perform like experts.
Book a Demo
A new kind of context
Your teams’ digital experiences vanish every day. AI fails without them.
ContextFabric learns from how teams work across your organization, then feeds that intelligence to your agents so they take the right actions, handle exceptions, and work reliably in production.
Sales
Experience Assembled
Confidence 98%
Context Ready
Hidden Opportunity:
Acme Corp
SSO inquiry + API limit questions + 94% seat usage = enterprise upgrade signal. Historical pattern: Senior AE confirmed Acme upgrades every Q4 (3 consecutive years).
Feature Interest Detected
Zendesk
→
Excel
→
DocuSign
→
Salesforce
→
Slack
Acme asked "how do we enable SSO?" → support checked Excel pricing tier → pulled prior contract from DocuSign → confirmed Enterprise eligibility in Salesforce → escalated to CS via Slack
Q4 Upgrade Pattern Confirmed
Slack DM
→
Salesforce
→
Calendar
Senior AE shared: "Acme always upgrades in Q4" → AE checked Salesforce history (confirmed 3 Q4 renewals) → scheduled Calendar reminder for outreach
SSO Technical Requirements Captured
Gong
→
Notion
→
Slack
→
Jira
Support call: Acme asked "does your SSO support SAML and SCIM?" → checked internal Notion SSO docs → flagged in Slack #product-security → IT opened Jira ticket to send SSO config guide
Retrieving Context from ContextFabric...
Chief Revenue Officer
9:41 AM
Show me new lead opportunities, including signals from across my team.
Lead Discovery Agent
Context :
Lead Intelligence
I found a strong upsell opportunity with Acme Corp. They're an existing $12k ARR customer, but Senior AE noticed their usage spiked 3x and they're asking about enterprise features.
Acme Corp
Upsell
Value
$25K
Signals
Usage Surge + Enterprise Interest
Next Action
Draft SSO Proposal → Schedule Call
Lead Discovery Agent
Just now
Context sourced from 6 Apps, 4 Experiences
0.5s
ContextFabric™
Sr. AE
Acme Account Owner
Sensor Stream Active
Built to work in your organization
ContextFabric evolves with your business, absorbing expert nuance and translating it into repeatable, enterprise-grade capability.
What should I know before negotiating with Acme Inc. for spring inventory?
Account Status
Active (Basic)
NPS Score
8 (Passive)
Last Touch
Monthly Newsletter
Seats Used
12/50
Recommended Action
Account appears stable. Continue standard engagement cadence.
Send monthly Newsletter
Acme Inc.
Technology
500-1000 Employees
With ContextFabric
Without ContextFabric
Acme Inc.
Technology
500-1000 Employees
Signals Detected
Cross-Team Signals Sensed
Enterprise Feature Interest
Support Agent
Zendesk
→
Excel
→
DocuSign
Acme ticket: "enable SSO for 50 users" → opened Excel pricing matrix - SSO requires Enterprise upgrade → pulled prior contract from DocuSign to check current tier
Competitive Threat Flagged
Account Executive
Gong
→
Notion
→
Slack
Call: Acme mentioned "evaluating alternatives" → opened Notion battlecard titled "vs. Competitor X — emphasize API uptime" → shared talk track in Slack
Capacity Limit Approaching
CS Manager
Datadog
→
Legacy CRM (AS/400)
→
Datadog alert: Acme hit API limit 4x → checked legacy AS/400 billing record (94% seats used) → drafted expansion email to procurement
Expansion Opportunity
High Intent
SSO interest (Support) + Competitive Eval (Sales) + Usage spike (CS) = Enterprise upgrade opportunity. Act now
Draft Enterprise Proposal
How does ContextFabric work?
ContextFabric consists of three components: Context Sensors, the Context Cloud, and the Context Orchestrator.
Capture
Context Sensors
Enterprise work happens in digital experiences: the activities, judgements, workflows, and cross-app sequences where people investigate, coordinate, decide, and handle exceptions. Most of that never makes it into systems of record. Context Sensors capture the missing layer (securely, with consent) by observing how work actually unfolds across your applications and turning it into structured signals: workflow steps, recurring patterns, handoffs, and the intent behind actions.
No integrations
required. Learn and structure how work actually happens.
Acme Inc.
Tribal Knowledge
Acme upgrades to enterprise in Q4 when pitched on security features
Shadow Workflow
Sales tracks Acme deal progress in personal spreadsheet, not CRM
Decision
Acme's CFO is final decision maker for upgrades
Risk Signal
Acme evaluating competitors this quarter—act before Q4 freeze
Earned Sights
TechCorp deal (similar size) closed 3 weeks faster when IT was looped in before security revie
Apps
6
What we sensed
Acme upgrades to enterprise tier in Q4 when pitched on security features. Pattern confirmed across 2 consecutive years. Decision maker is CFO.
Context confidence
92%
Recommended action
Reach out to Acme's CFO with SSO-focused enterprise proposal before Dec 15 (budget freeze). Support ticket shows active interest.
How this was sensed
Zendesk
→
Excel
→
Slack
Support Agent processed SSO inquiry
Acme ticket → checked Excel pricing matrix → escalated in Slack #enterprise
Salesforce
→
Notion
→
Calendar
AE researched Acme renewal pattern
Found Q4 upgrade history → checked Notion deal notes → set Calendar reminder
Slack
Sr. AE shared tribal knowledge
"Acme upgrades Q4—act before budget freeze"
Excel
AE modeled upsell based on SSO + usage signals
Enterprise tier: $48k/yr vs current $12k (no API)
→
Salesforce
AE researched decision maker
Found CFO profile → updated Salesforce contact record
SAP (Legacy)
→
Gmail
→
DocuSign
AE prepared enterprise proposal
Pulled Acme contract history from SAP → drafted proposal email → attached DocuSign contract
Digital Experiences (5)
Organize
Your Context Cloud
Digital experiences captured by Context Sensors across the organization flow into the Context Cloud, forming a living enterprise context backbone spanning teams, functions, geographies, and systems. As teams work, context models infer patterns, decisions, and cross-team dependencies that rarely make it into systems of record. Those inferences continuously refresh the backbone, so it stays current as work changes.
Governed with enterprise-grade controls and auditability, it’s the trusted backbone agents use to act reliably in production.
A living, governed enterprise context backbone where digital experiences become enterprise context.
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4-hour SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Tribal Knowledge
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Tribal Knowledge
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Engineering
Engineering, UK
Shipment
Shipment
Finance
CS & Support
Support, UK
Support
France
Risk Management,
UAE
Product
Management, UK
HR, UAE
Legal
Compliance
Finance, Boston
Product
Management
Customer sucess,
France
Sales, US
Marketing
& Growth
Engineering, US
IT support,
US
Data Analytics
Risk Management,
London
Accounts
L&D
Supply Chain
IT support,
UK
Customer
Support
Risk
Management
Deliver
Context Orchestrator
Supplies agents with the exact context they need at the moment of execution. Unlike retrieval systems that rely on content similarity, our approach learns from people attention - observing what teams focus on, decide, and act upon, to infer intent and situational context. This grounds agents in the team’s operational context, enabling multi-step execution with greater precision, higher reliability, and lower operational cost.
Delivers the right context at runtime.
"What's the status of Acme Inc. and what should I know before the next call?"
CRM Agent
Active
Loaded context
Tribal Knowledge
Senior AE
Enterprise customers expect a 4-hour SLA after SSO is enabled
Tribal Knowledge
Sales Ops Manager
SSO-active accounts show higher CSAT, lower churn
Tribal Knowledge
Regional Sales Director
Acme historically upgrades in Q4 before budget freeze
Tribal Knowledge
Accounting Manager
90%+ seat use leads to expansion in 60 days
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4-hour SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Tribal Knowledge
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Tribal Knowledge
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Engineering, US
Shipment
Finance
Accounting Manager
Individual Work
Reconciled billing records
Reviewed payment schedules
Tribal Knowledge
90%+ seat use leads to expansion in 60 days
Finance Manager
Individual Work
Reviewed renewal forecast
Monitored enterprise contract exposure
Tribal Knowledge
90%+ seat use leads to expansion in 60 days
Support, UK
Support
France
Risk Management,
UAE
Product
Management, UK
HR, UAE
Legal
Compliance
Finance, Boston
Product
Management
Customer sucess,
France
Sales, US
Marketing
& Growth
Engineering, US
IT support,
US
Data Analytics
Risk Management,
London
Accounts
L&D
Supply Chain
IT support,
UK
Customer
Support
Risk
Management
CS & Support
Sales Ops Manager
Individual Work
Reviewed account health metrics
Coordinated with Sales on renewal timing
Tribal Knowledge
SSO-active accounts show higher CSAT, lower churn
With ContextFabric, your agents finally deliver enterprise value
60%
Faster task completion through precise grounding.
90%
Lower compute spend by eliminating unnecessary tokens and retries.
70%
Fewer hallucinations enabling secure, high-stakes automation.
Integration
No integrations required
ContextFabric works across mainframes, legacy systems, cloud, and AI applications, without requiring any integrations. This makes it straightforward for IT teams to deploy and scale a single context layer across the enterprise.
Interoperability
One context layer. Every agent.
Instead of fragmenting context across tools with different storage models and retrieval capabilities, ContextFabric ensures consistent delivery across industry-leading and custom-built agents. ContextFabric plugs directly into your AI stack through a single MCP server, providing a unified context layer for every agent.
Connected Enterprise Agents
Engineering
Cursor
Sales
Agentforce
Customer Support
Sierra
ITSM
ServiceNow
HRIS
Workday
Legal
Harvey
Marketing
Writer
Custom Agents
LangChain
+ Any MCP-compatible agent or custom framework
Context Governance
Privacy-First Context Engineering
ContextFabric turns real digital interactions and work patterns into governed, policy-aware context before they ever reach an AI agent. Built on zero-trust principles, it ensures agents see only the minimum approved context, with access continuously verified and audited, without sacrificing privacy or control.
Add Context in Minutes
Deploy to AI agents in minutes. WorkFabric exposes a fully compliant Model Context Protocol (MCP) server, allowing any compatible agent to query real-time operational context instantly.
Native MCP Support
We implement the full protocol specification, so you can easily connect our MCP service to your AI agent framework of choice, including Copilot, Agentforce, LangChain, CrewAI, Neuro AI & more.
from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.prebuilt import create_react_agent
client = MultiServerMCPClient({ "context_retriever": { "url": "http://context.workfabric.com/mcp/context-demo", "transport": "streamable_http", "headers": { "X-Api-Key": '...' } } })
# Obtain ContextFabric MCP Tools. contextfabric_tools = await client.get_tools() agent = create_react_agent("gpt-5.2", contextfabric_tools)
# Invoke your AI Agent, and let it receive precise context # from ContextFabric to assist it. action = "Verify eligibility for claim CLM20250115001" agent_response = await agent.ainvoke({"messages": action})
Py
Unlock context powered agents across industries
Retail
Vendor Intelligence Agent
Captures buyer tribal knowledge about vendors—negotiation tactics, reliability patterns, hidden leverage.
Senses what experienced buyers know but don't document—which vendors bluff on lead times, who folds on price in Q4, relationship context from years of emails—giving new buyers instant expertise.
"What should I know before negotiating with FashionCo for spring inventory?"
Context Sensed by ContextFabric
Multi-App Workflow
Tribal Knowledge
Relationship Intel
Multi-App Workflow
Outlook
→
Oracle ERP
→
Excel
→
Senior Buyer reviewed 3 years of FashionCo emails in Outlook (found pattern: always inflate lead times) → pulled PO history from Oracle (last 8 orders shipped 2 weeks early) → checked personal negotiation notes in Excel → researched their new sales rep on LinkedIn
Tribal Knowledge
Slack #Buyers
→
Oracle
Senior buyer shared: "FashionCo drops 15% if you threaten SKU reduction" → Oracle shows this worked on 4 of last 6 negotiations
Relationship Intel
Teams
→
Outlook Archive
Buyer has 47 email threads with FashionCo VP from previous role — warm relationship, can escalate past sales rep if needed
Agent Insight
FashionCo negotiation intel: lead times inflated by 2 weeks (pushback works), 15% discount leverage via SKU reduction threat, and they ship early despite stated dates. You have more leverage than they suggest.
FashionCo Vendor Intel
NEGOTIATION ADVANTAGE
High
Your Leverage
Tactics
Push lead times • Threaten SKU reduction for 15% off
Pattern
They ship early—stated dates have 2-week buffer
Demand Planning Agent
Captures the rationale behind forecast adjustments that planners never document.
Senses why experienced planners override algorithms—emails about local events, spreadsheet notes on one-time factors, Slack context on regional trends—preserving forecasting expertise when planners leave.
"Why did the Senior Planner override the Q4 forecast for the Northeast region?"
Context Sensed by ContextFabric
Multi-App Workflow
Pattern Override
Tribal Knowledge
Multi-App Workflow
JDA
→
Excel
→
Outlook
→
Google News
Senior Planner pulled base forecast from JDA → opened personal Excel adjustment model → saw Boston stadium opening in Google News → emailed regional manager to confirm event dates → bumped activewear 20%, added cell comment "stadium opening Sept 15"
Pattern Override
Excel
→
Blue Yonder
→
Slack
Planner noted in Excel: "Northeast over-indexes cold gear in Oct" → overrode Blue Yonder algo by 15% → shared rationale in Slack "algorithm misses this every year"
Tribal Knowledge
Slack #demand-planning
"College move-in week hits Aug 20-25 every year — algorithm doesn't see it, add 12% to dorm essentials for Boston/NYC stores manually"
Agent Insight
Senior Planner's Q4 override rationale: stadium opening (activewear bump), historical cold weather pattern, and algorithm blind spot on college move-in. New planners now have this context.
Forecast Override Context
KNOWLEDGE PRESERVED
3
Factors Captured
Overrides Explained
Stadium event • Weather pattern • College timing
Value
New planners inherit 10 years of adjustment rationale
Latest News
Press
29 Aug 2025
Cognizant to Deploy 1,000 Context Engineers, Powered by ContextFabric™
Cognizant and Workfabric AI join forces to create a new discipline that enables high-impact, enterprise-grade agentic AI solutions for clients across industries
Read More
News
25 Dec 2025
NEW
Introducing ContextFabric
A new kind of context - how companies actually work, is an enduring competitive advantage. Organizations that harness it will win in the AI-era.
Read News
Harvard Business Review
21 Apr 2025
Teach AI to work like a member of your team
See how Workfabric AI helped a Fortune 500 retailer adapt off-the-shelf AI tools to match how the business actually operates.
Read Review
Aricle
2 Jan 2026
NEW
Context makes all the difference: What a Fortune 500 contracts team taught us about making AI actually work
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News
16 Oct 2025
WorkFabric CEO Rohan Murty delivers keynote at Cognizant Discovery 2025
Read News
Article
16 Sep 2025
From code to context: The rise of contextual computing
Read Article
Video
21 May 2025
Productizing context: Infusing AI with team chemistry
Watch Video
Want smarter, faster, and more cost-efficient agents?
See how ContextFabric gives your AI agents the business context they need to perform like experts.
Book a Demo
A new kind of context
Your teams’ digital experiences vanish every day. AI fails without them.
ContextFabric learns from how teams work across your organization, then feeds that intelligence to your agents so they take the right actions, handle exceptions, and work reliably in production.
Sales
Experience Assembled
Confidence 98%
Context Ready
Hidden Opportunity:
Acme Corp
SSO inquiry + API limit questions + 94% seat usage = enterprise upgrade signal. Historical pattern: Senior AE confirmed Acme upgrades every Q4 (3 consecutive years).
Feature Interest Detected
Zendesk
→
Excel
→
DocuSign
→
Salesforce
→
Slack
Acme asked "how do we enable SSO?" → support checked Excel pricing tier → pulled prior contract from DocuSign → confirmed Enterprise eligibility in Salesforce → escalated to CS via Slack
Q4 Upgrade Pattern Confirmed
Slack DM
→
Salesforce
→
Calendar
Senior AE shared: "Acme always upgrades in Q4" → AE checked Salesforce history (confirmed 3 Q4 renewals) → scheduled Calendar reminder for outreach
SSO Technical Requirements Captured
Gong
→
Notion
→
Slack
→
Jira
Support call: Acme asked "does your SSO support SAML and SCIM?" → checked internal Notion SSO docs → flagged in Slack #product-security → IT opened Jira ticket to send SSO config guide
Retrieving Context from ContextFabric...
Chief Revenue Officer
9:41 AM
Show me new lead opportunities, including signals from across my team.
Lead Discovery Agent
Context :
Lead Intelligence
I found a strong upsell opportunity with Acme Corp. They're an existing $12k ARR customer, but Senior AE noticed their usage spiked 3x and they're asking about enterprise features.
Acme Corp
Upsell
Value
$25K
Signals
Usage Surge + Enterprise Interest
Next Action
Draft SSO Proposal → Schedule Call
Lead Discovery Agent
Just now
Context sourced from 6 Apps, 4 Experiences
0.5s
ContextFabric™
Sr. AE
Acme Account Owner
Sensor Stream Active
Built to work in your organization
ContextFabric evolves with your business, absorbing expert nuance and translating it into repeatable, enterprise-grade capability.
What should I know before negotiating with Acme Inc. for spring inventory?
Account Status
Active (Basic)
NPS Score
8 (Passive)
Last Touch
Monthly Newsletter
Seats Used
12/50
Recommended Action
Account appears stable. Continue standard engagement cadence.
Send monthly Newsletter
Acme Inc.
Technology
500-1000 Employees
With ContextFabric
Without ContextFabric
Acme Inc.
Technology
500-1000 Employees
Signals Detected
Cross-Team Signals Sensed
Enterprise Feature Interest
Support Agent
Zendesk
→
Excel
→
DocuSign
Acme ticket: "enable SSO for 50 users" → opened Excel pricing matrix - SSO requires Enterprise upgrade → pulled prior contract from DocuSign to check current tier
Competitive Threat Flagged
Account Executive
Gong
→
Notion
→
Slack
Call: Acme mentioned "evaluating alternatives" → opened Notion battlecard titled "vs. Competitor X — emphasize API uptime" → shared talk track in Slack
Capacity Limit Approaching
CS Manager
Datadog
→
Legacy CRM (AS/400)
→
Datadog alert: Acme hit API limit 4x → checked legacy AS/400 billing record (94% seats used) → drafted expansion email to procurement
Expansion Opportunity
High Intent
SSO interest (Support) + Competitive Eval (Sales) + Usage spike (CS) = Enterprise upgrade opportunity. Act now
Draft Enterprise Proposal
How does ContextFabric work?
ContextFabric consists of three components: Context Sensors, the Context Cloud, and the Context Orchestrator.
Capture
Context Sensors
Enterprise work happens in digital experiences: the activities, judgements, workflows, and cross-app sequences where people investigate, coordinate, decide, and handle exceptions. Most of that never makes it into systems of record. Context Sensors capture the missing layer (securely, with consent) by observing how work actually unfolds across your applications and turning it into structured signals: workflow steps, recurring patterns, handoffs, and the intent behind actions.
No integrations required. Learns and structures how work actually happens.
Acme Inc.
Tribal Knowledge
Acme upgrades to enterprise in Q4 when pitched on security features
Shadow Workflow
Sales tracks Acme deal progress in personal spreadsheet, not CRM
Decision
Acme's CFO is final decision maker for upgrades
Risk Signal
Acme evaluating competitors this quarter—act before Q4 freeze
Earned Sights
TechCorp deal (similar size) closed 3 weeks faster when IT was looped in before security revie
Apps
6
What we sensed
Acme upgrades to enterprise tier in Q4 when pitched on security features. Pattern confirmed across 2 consecutive years. Decision maker is CFO.
Context confidence
92%
Recommended action
Reach out to Acme's CFO with SSO-focused enterprise proposal before Dec 15 (budget freeze). Support ticket shows active interest.
How this was sensed
Zendesk
→
Excel
→
Slack
Support Agent processed SSO inquiry
Acme ticket → checked Excel pricing matrix → escalated in Slack #enterprise
Salesforce
→
Notion
→
Calendar
AE researched Acme renewal pattern
Found Q4 upgrade history → checked Notion deal notes → set Calendar reminder
Slack
Sr. AE shared tribal knowledge
"Acme upgrades Q4—act before budget freeze"
Excel
AE modeled upsell based on SSO + usage signals
Enterprise tier: $48k/yr vs current $12k (no API)
→
Salesforce
AE researched decision maker
Found CFO profile → updated Salesforce contact record
SAP (Legacy)
→
Gmail
→
DocuSign
AE prepared enterprise proposal
Pulled Acme contract history from SAP → drafted proposal email → attached DocuSign contract
Digital Experiences (5)
Organize
Your Context Cloud
Digital experiences captured by Context Sensors across the organization flow into the Context Cloud, forming a living enterprise context backbone spanning teams, functions, geographies, and systems. As teams work, context models infer patterns, decisions, and cross-team dependencies that rarely make it into systems of record. Those inferences continuously refresh the backbone, so it stays current as work changes.
Governed with enterprise-grade controls and auditability, it’s the trusted backbone agents use to act reliably in production.
A living, governed enterprise context backbone where digital experiences become enterprise context.
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4hr SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Earned Insight
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Risk Signal
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Engineering
Engineering, UK
Shipment
Shipment
Finance
CS & Support
Support, UK
Support
France
Risk Management,
UAE
Product
Management, UK
HR, UAE
Legal
Compliance
Finance, Boston
Product
Management
Customer sucess,
France
Sales, US
Marketing
& Growth
Engineering, US
IT support,
US
Data Analytics
Risk Management,
London
Accounts
L&D
Supply Chain
IT support,
UK
Customer
Support
Risk
Management
Deliver
Context Orchestrator
Supplies agents with the exact context they need at the moment of execution. Unlike retrieval systems that rely on content similarity, our approach learns from people attention - observing what teams focus on, decide, and act upon, to infer intent and situational context. This grounds agents in the team’s operational context, enabling multi-step execution with greater precision, higher reliability, and lower operational cost.
Delivers the right context at runtime.
"What's the status of Acme Inc. and what should I know before the next call?"
CRM Agent
Active
Loaded context
Tribal Knowledge
Senior AE
Enterprise customers expect a 4hr SLA after SSO is enabled
Operational Pattern
CS Operations
Escalations spike when feature requests precede commercial alignment
Tribal Knowledge
Regional Sales Director
Acme historically upgrades in Q4 before budget freeze
Earned Insight
Accounting Manager
90%+ seat use leads to expansion in 60 days
Sales
Sr. AE
Individual Work
Built custom pricing model
Adjusted discount assumptions
Tribal Knowledge
Enterprise customers expect a 4hr SLA after SSO is enabled
SDR
Individual Work
Synthesized deal patterns & templates
Created initial proposal draft
Earned Insight
SSO deals convert faster with pricing in 24 hrs
Sales Ops Manager
Individual Work
Reviewed contract templates
Updated approval workflows
Risk Signal
Pricing approvals stall without early Legal review
Sales Manager
Individual Work
Flagged low inventory on
bundled SKUs
Tribal Knowledge
Enterprise clients expect 4hr SLA
Regional Sales Director
Individual Work
Researched Acme CFO priorities
Updated deal stage after exec call
Tribal Knowledge
Acme historically upgrades in Q4 before budget freeze
Engineering, US
Shipment
Finance
Accounting Manager
Individual Work
Reconciled billing records
Reviewed payment schedules
Earned Insight
90%+ seat use leads to expansion in 60 days
Finance Manager
Individual Work
Reviewed renewal forecast
Monitored enterprise contract exposure
Tribal Knowledge
90%+ seat use leads to expansion in 60 days
Support, UK
Support
France
Risk Management,
UAE
Product
Management, UK
HR, UAE
Legal
Compliance
Finance, Boston
Product
Management
Customer sucess,
France
Sales, US
Marketing
& Growth
Engineering, US
IT support,
US
Data Analytics
Risk Management,
London
Accounts
L&D
Supply Chain
IT support,
UK
Customer
Support
Risk
Management
CS & Support
CS Operations
Individual Work
Reviewed escalation timelines
Updated internal playbooks
Operational Pattern
Escalations spike when feature requests precede commercial alignment
With ContextFabric, your agents finally deliver enterprise value
60%
Faster task completion through precise grounding.
90%
Lower compute spend by eliminating unnecessary tokens and retries.
70%
Fewer hallucinations enabling secure, high-stakes automation.
Integration
No integration required
ContextFabric works across mainframes, legacy systems, cloud, and AI applications, without requiring any integrations. This makes it straightforward for IT teams to deploy and scale a single context layer across the enterprise.
Connected Enterprise Agents
Engineering
Cursor
Sales
Agentforce
Customer Support
Sierra
ITSM
ServiceNow
HRIS
Workday
Legal
Harvey
Marketing
Writer
Custom Agents
LangChain
+ Any MCP-compatible agent or custom framework
Interoperability
One context layer.
Every agent.
Instead of fragmenting context across tools with different storage models and retrieval capabilities, ContextFabric ensures consistent delivery across industry-leading and custom-built agents. ContextFabric plugs directly into your AI stack through a single MCP server, providing a unified context layer for every agent.
Context Governance
Privacy-First Context Engineering
ContextFabric turns real digital interactions and work patterns into governed, policy-aware context before they ever reach an AI agent. Built on zero-trust principles, it ensures agents see only the minimum approved context, with access continuously verified and audited, without sacrificing privacy or control.
Add Context in Minutes
Deploy to AI agents in minutes. WorkFabric exposes a fully compliant Model Context Protocol (MCP) server, allowing any compatible agent to query real-time operational context instantly.
Native MCP Support
We implement the full protocol specification, so you can easily connect our MCP service to your AI agent framework of choice, including Copilot, Agentforce, LangChain, CrewAI, Neuro AI & more.
from langchain_mcp_adapters.client import MultiServerMCPClient from langgraph.prebuilt import create_react_agent
client = MultiServerMCPClient({ "context_retriever": { "url": "http://context.workfabric.com/mcp/context-demo", "transport": "streamable_http", "headers": { "X-Api-Key": '...' } } })
# Obtain ContextFabric MCP Tools. contextfabric_tools = await client.get_tools() agent = create_react_agent("gpt-5.2", contextfabric_tools)
# Invoke your AI Agent, and let it receive precise context # from ContextFabric to assist it. action = "Verify eligibility for claim CLM20250115001" agent_response = await agent.ainvoke({"messages": action})
Py
Unlock context powered agents across industries
Finance
Churn Prediction Agent
Detects hidden churn signals by sensing teams and customer interactions.
Goes beyond payment data to sense what your team actually knows—CFO tribal knowledge, competitor mentions in calls, unlogged termination requests—revealing churn risk before it shows in the numbers.
Which customers are at risk of churning that our data doesn't show?
Context Sensed by ContextFabric
Workflows
Tribal Knowledge
Team Behavior
Churn Signal
Gong
→
Salesforce
→
SAP
AE reviewed Gong call ("evaluating alternatives") → checked Salesforce renewal date (45 days) → messaged CSM in Slack asking for save strategy — no CRM churn flag set
Tribal knowledge
Slack DM
AR lead: "Their CFO always bluffs before renewal"
Hidden Signal
Email
→
Zendesk
Customer emailed asking "cancellation options?" → Support opened Zendesk ticket but marked "general inquiry" — CSM never notified
Agent Response
Acme Corp shows 87% churn probability. Competitor eval + budget cuts + unlogged termination request. AR lead says CFO bluffs—call recommended.
Hidden Churn Risk
High Risk
87%
Churn Probability
Hidden Signals
Competitor eval • Budget cuts • Termination request
Tribal Knowledge
CFO bluffs every renewal - negotiate
Acme Corp
Shadow Spend Agent
Finds policy violations by sensing how employees actually book travel.
Detects when employees bypass official booking tools, use personal cards for reimbursement, or find workarounds—capturing the shadow workflows that create compliance gaps.
"How are employees bypassing our travel policy?"
Context Sensed by ContextFabric
Multi-App Workflow
Tribal Knowledge
Pattern
Multi-App Workflow
Kayak
→
Gmail
→
Concur
→
Amex
Employee searched flights on Kayak → received confirmation in Gmail → skipped Concur entirely → charged personal Amex → submitted PDF receipt 3 days later for reimbursement
Tribal knowledge
Slack #travel
“Just book direct and expense it—Concur times out anyway”
Pattern
Concur
→
Excel (Legacy)
Finance lead tracks bypass cases in personal Excel — 14 employees this quarter, $42k uncontrolled spend
Agent Response
Found shadow booking workflow: 14 employees bypass Concur via direct booking + expense reimbursement. Tribal knowledge spreading in #travel channel.
Shadow Workflow Detected
High Risk
Shadow Bookings
35
This Quarter
Policy Gap
$42k
Uncontrolled
Acme Corp
Latest News
Press
29 Aug 2025
Cognizant to Deploy 1,000 Context Engineers, Powered by ContextFabric™
Cognizant and Workfabric AI join forces to create a new discipline that enables high-impact, enterprise-grade agentic AI solutions for clients across industries
Read More
News
25 Dec 2025
NEW
Introducing ContextFabric
A new kind of context - how companies actually work, is an enduring competitive advantage. Organizations that harness it will win in the AI-era.
Read News
Harvard Business Review
21 Apr 2025
Teach AI to work like a member of your team
See how Workfabric AI helped a Fortune 500 retailer adapt off-the-shelf AI tools to match how the business actually operates.
Read Review
Article
2 Jan 2026
NEW
Context makes all the difference: what a Fortune 500 contracts team taught us about making AI actually work
Read Article
News
16 Oct 2025
WorkFabric CEO Rohan Murty delivers keynote at Cognizant Discovery 2025
Read News
Article
16 Sep 2025
From code to context: The rise of contextual computing
Read Article
Video
21 May 2025
Productizing context: Infusing AI with team chemistry
Watch Video
Want smarter, faster, and more cost-efficient agents?
See how ContextFabric gives your AI agents the business context they need to perform like experts.
Book a Demo