Expert work is often distributed across inboxes, meetings, chats, personal networks and local memory. Teams lose time finding the right person, repeating questions, chasing follow-up and reconstructing past decisions.
Critical know-how may exist, but teams still depend on personal networks to locate the right person.
The same operational questions are answered repeatedly because past context is not preserved for future work.
Important decisions, assumptions and rationale disappear into meetings, email threads and private conversations.
Questions cross organizational boundaries without a clear accountable expert, owner or escalation path.
Scheduling, reminders, handoffs and status checks create coordination overhead around the real expert work.
Facthory connects expertise discovery with the operational workflow that follows, so finding a person, getting an answer and closing the resulting action remain part of one governed context.
Identify likely expertise and ownership from approved organizational knowledge and operational context.
Direct unresolved questions to the most relevant accountable expert instead of relying on broad manual escalation.
Move complex or consequential work to human expertise with the relevant evidence attached.
Preserve decisions, rationale, commitments and supporting evidence for future teams.
Support scheduling, follow-up, handoffs and action tracking around expert-dependent work.
Turn validated answers and resolved cases into organizational memory that reduces repeated escalation.
An expert should not have to reconstruct the problem from scratch. Facthory keeps questions connected to evidence, ownership, prior decisions and the operational context needed to resolve the work efficiently.
Carry the problem, relevant history, source material and operational circumstances into the escalation.
Keep answers traceable to the documents, systems, communications and approved knowledge that informed them.
Make clear who can answer, validate, approve or escalate the work.
Preserve previous decisions, outcomes and expert guidance for future work.
Route the unresolved issue to the site reliability expert with the alarm history, prior fixes and current work order attached, then preserve the validated resolution and follow-up action for future incidents.
Facthory coordinates the full collaboration cycle so questions do not end as isolated conversations and expert time creates durable value for the wider organization.
Assemble the question, operational context, available evidence and prior related knowledge.
Identify the relevant subject matter expert, owner or accountable team.
Manage escalation, expert input, scheduling, decisions, actions and follow-up in one durable context.
Store validated answers, decisions and outcomes as reusable organizational memory.
The goal is not another communication channel. It is to let expert-dependent work move across people, agents and existing tools without losing the context required to resolve it.
Identify unresolved, uncertain or consequential work that should involve human expertise.
Unanswered question
Low confidence
Consequential decision
Missing ownership
Complex expert work may last hours or days. Facthory gives teams a persistent project context where people can redirect agents, add evidence, challenge findings, request experts and preserve the final result.
Keep long-running expert work alive across sessions, handoffs and changing evidence.
Move work between autonomous execution, expert review, approval and escalation according to accountability.
Keep useful answers, decisions and expert contributions available to future teams and agents.
• Reach experts faster • Reduce repeated escalation • Shorten resolution cycles
• Preserve expert decisions • Capture reusable answers • Reduce knowledge dependency
• Clarify action ownership • Coordinate cross-team follow-up • Preserve decision history
• Escalate agents safely • Combine people and agents • Reuse validated outcomes
Microsoft reports employees are interrupted roughly every two minutes during the core workday.
Atlassian research found knowledge workers spend a majority of their time coordinating work rather than performing core work.
Microsoft reports most leaders expect agents to become moderately or extensively integrated into AI strategy within 12 to 18 months.
Facthory supports organizational expertise and knowledge resilience, not opaque employee-performance judgments. Access to communication-derived context remains governed by source permissions, organizational policy and applicable employee and privacy requirements.
Use only enterprise information and communication context the user or agent is permitted to access.
Source permissions
Role access
Purpose limitation
Data boundaries
Connect experts, questions, decisions, ownership, systems and outcomes in shared operational context.
Capture expert knowledge and operational evidence from documents, video, voice, images and conversations.
Normalize roles, terminology, expertise areas and organizational concepts used for routing and context.
Run durable, multiplayer work across long-running expert-dependent tasks.
Keep consequential decisions, approvals and escalations under explicit human authority.
Bring communication and enterprise system context into governed expert workflows.
The goal is to understand organizational dependencies and improve knowledge resilience - not to create automated employee-performance judgments.
Organizations can maintain common enterprise domains while allowing site- or department-specific knowledge and practices.
People remain responsible for validating critical findings, approving organizational knowledge and making consequential workforce or operational decisions.
A focused initial deployment can typically begin with:
Enterprise programs may expand progressively across additional teams, systems, sites, and solutions. Private-cloud and on-premises deployments require additional infrastructure, security, and operational planning.
The recommended approach is to begin with a measurable use case and establish the platform foundation required for later expansion.
Book a discovery session to receive an implementation assessment.
Start with one recurring expert-dependent workflow. Facthory routes questions with context, coordinates resolution and follow-up, and preserves validated answers and decisions so expertise becomes easier to reuse across the enterprise.
