For forward deployed engineers (FDE)

Generate all design docs, from the context graph that grows with the engagement
— AI-powered.

Artefae ingests and extracts context from all chat, email and files into a context graph, then generates the auditable artefacts — System Design Documents (SDD), Architecture Decision Records (ADR), Requirements & Scope Documents (RSD), etc.

Get started
$uv tool install artefae
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Artefae context graph visualization

Why Artefae

Every second spent writing documentation is a second not spent building. Artefae writes from what you already have.

📝

Never write from scratch

Documentation drafts from your actual conversations and decisions, not templates. Every claim is sourced.

🔍

Gaps are visible

See missing decisions before the draft goes to the client. Not after handoff, not in production.

Context preserved

All rationale stays intact. Why decisions were made, not just what was decided.

🔗

Fully traceable

Every sentence links back to the Slack message, email, or note that justified it.

🏗️

Works with your tools

Capture from Slack, email, git, ADRs, diagrams. Process once, generate many.

Compliance ready

Audit trail included. Who contributed what, when, and where it ended up.

Built for industry standards

Artefae generates artifacts aligned with industry frameworks and best practices. Choose your role, get compliant documentation.

🏗️

Forward Deployed Engineer

fde

Technical implementation, system design, integration & deployment

Industry Standards
IEEE 1016NISTRFC
10 document types:

SDD, ADR, HLD, LLD/TDD, RSD, Specs, Runbook, Risk Assessment, Performance, Threat Model

📋

Solutions Architect

solutions_arch

Solution design, RFP responses, business case analysis & implementation planning

Industry Standards
TOGAFSaBoK
13 document types:

SAD, HLD, LLD/TDD, ADD, RFP, Brief, Business Case, RTM, Roadmap, Tech Eval, Gap Analysis, Risk Mitigation, KPIs

🏛️

Enterprise Architect

enterprise_arch

Enterprise strategy, governance, compliance & long-term alignment

Industry Standards
TOGAFZachmanISO 42010
14 document types:

EA Strategy, Reference Arch, Current/Target State, Capability Assessment, Roadmap, Governance, Compliance, Portfolio Impact, Tech Debt, Skills Gap, Change Mgmt, Integration Framework, Data Architecture

🛡️

Cyber Security Responder

cyber_responder

Incident response, forensics, threat analysis & compliance

Industry Standards
NISTSANS IRISO 27035
14 document types:

Incident Report, Timeline, Forensics, RCA, Threat Assessment, Security Impact, Remediation, Risk/Exposure, Lessons Learned, Evidence, Regulatory Notification, Communication Log, Vulnerability Assessment, Detection Capability

⚙️

Fractional CTO

cto

Tech strategy, organizational health, risk & business alignment

Industry Standards
McKinseyGartner
15 document types:

Tech Strategy, Risk Register, Org Structure, Skills Gap, Tech Debt, Vendor Eval, Hiring Plan, Budget, Roadmap, Eng Culture, Governance, Metrics/KPIs, Security Posture, Innovation Strategy, Outsourcing Analysis

🔍

Penetration Tester

pt

Vulnerability assessment, risk quantification & compliance

Industry Standards
OWASPCVSSPTESSANS
15 document types:

Pentest Report, Detailed Findings, Vulnerability Assessment, Risk Quantification, PoC Documentation, Remediation Roadmap, Exec Risk Summary, Security Recommendations, Compliance Mapping, Infrastructure Assessment, App Assessment, Social Engineering Report, Re-test Report, Metrics/Trends, Red Team Report

81 document types across 6 specialized personas, each aligned with industry best practices and frameworks.

Generate, export to Markdown / PDF / DOCX / HTML, and maintain full audit trail and compliance.

Shaped for your work

Choose your engagement type. Get the personas and artifacts that matter.

🏗️ Implementation & Design

Architecture Review · Forward Deployed Engineering

You're building systems, evaluating designs, making architectural decisions. Working hands-on or assessing choices.

Available Personas

FDESolutions ArchitectEnterprise ArchitectCTO

Artifacts Generated

SDDADRRSDIntegration SpecsTech Risk Assessment

🔐 Security & Compliance

Penetration Test · Security Response · Compliance Audit

You're assessing security posture, responding to incidents, or preparing for regulatory audits.

Available Personas

Penetration TesterCyber ResponderSolutions ArchitectCTO

Artifacts Generated

Threat ModelSecurity AssessmentPost-Incident ReviewCompliance Report

💡 How It Works

Pick Your Engagement Type

Choose the type of work you're doing. This immediately filters which personas are available for that engagement.

Architecture Review selected

→ Show: FDE, Solutions Architect, Enterprise Architect, CTO

✗ Hide: Penetration Tester, Cyber Responder

Select Your Persona

Each persona generates only artifacts that make sense for your engagement type. Never cross-type pollution.

Enterprise Architect selected

→ Generate: SDD, ADR, Tech Risk Assessment

✗ Hide: Integration Specs, Deployment Runbooks

How it works

Four steps. CLI or web app. From capture to audit trail.

01

Capture

Point it at notes, Slack, transcripts, or git. Extraction happens automatically—decisions, constraints, systems extracted with full context and confidence scores.

CLI
artefae capture ./notes.md
Web App

Upload files or paste content in the web app

02

Review

Inspect the extracted knowledge graph. Fill gaps, resolve ambiguities, approve decisions before they become artifacts.

CLI
artefae review
Web App

Review in dashboard → Entities tab

03

Generate

SDDs, ADRs, RSD grounded only in what you have. Gaps flagged, never guessed.

CLI
artefae generate sdd
Web App

Generate → Select artifact type & persona

04

Export

Markdown, Word, or straight to git with full audit trail and provenance links.

CLI
artefae export --to git
Web App

Export → PDF, DOCX, Markdown, or HTML

💻

CLI (Power Users)

Full automation. Integrate Artefae into your CI/CD, scripts, or local workflows.

  • Batch processing & automation
  • Git integration for version control
  • Scriptable end-to-end workflows
  • No browser required
🌐

Web App (Collaborative)

Point-and-click interface. Share engagement links, collaborate in real-time, manage multi-workspace teams.

  • Real-time collaboration
  • Multi-workspace & team management
  • Role-based access control
  • Compliance dashboard & audit logs

From conversation to decision

See how a single Slack thread becomes structured knowledge and auditable decisions.

#architecture-decision
Alice2:14 PM

We need to decide on the database strategy. PostgreSQL vs MongoDB?

Bob2:16 PM

PostgreSQL for ACID compliance. Finance team has strict audit requirements.

Carol2:18 PM

Agreed. We also need redundancy across 2 regions for 99.9% uptime.

Extracted Knowledge

Decisions
  • Use PostgreSQL for ACID compliance
  • Multi-region redundancy (2 regions)
Constraints
  • Finance audit requirements
  • 99.9% uptime SLA
Stakeholders
  • 👤Alice (Tech Lead)
  • 👤Bob (Backend)
  • 👤Carol (Infrastructure)

“A template tells you what to write. Artefae tells you what’s actually true — and proves it with sources.”

The difference between forms and facts

Artefae vs Claude Cowork

Extraction vs. Synthesis

Artefae is purpose-built for professional client deliverables. Claude Cowork is great for ad-hoc exploration. Here's how they differ.

"Artefae is to security/architecture deliverables what GitHub Copilot is to code." It's purpose-built for professional engagement artifacts: automatically captures context, extracts what matters, and generates standards-compliant documents that are reproducible, auditable, and ready for client delivery.

DimensionClaude CoworkArtefae
ReproducibilityNo Different output each timeYes Identical (deterministic)
Hallucination RiskHigh Invents detailsZero Extraction-based only
Audit TrailNone Not compliantFull Compliance-ready
Setup Time~40 minutes manual file organization2 minutes automated capture
Source TraceabilityNone — where did this come from?100% Every statement sourced
Batch GenerationOne artifact at a time10+ parallel artifacts
Standards ComplianceManual verification requiredAutomated IEEE 1016, NIST, PTES, etc.
Cost per Artifact$0.19 (synthesis-based)$0.01 extraction + minimal synthesis
Best ForAd-hoc exploration, internal useClient deliverables, compliance, scale

10 Engagements/Month (30 Artifacts)

Setup & formatting:16.7 hours
API cost:$5.70
Claude Cowork Total:$840.70

10 Engagements/Month (30 Artifacts)

Setup:20 minutes
Professional ($99/month):$99
Artefae Total:$99
💰 Savings:$741.70/month

When to Use Claude Cowork

  • Ad-hoc exploration
  • Internal use only
  • One-off projects
  • Speed over accuracy

When to Use Artefae

  • Client delivery artifacts
  • Compliance requirements
  • Security/architecture engagements
  • Cost-sensitive at scale
  • Professional delivery (standards-compliant)
  • Batch generation (10+ artifacts)

For internal brainstorming and exploration, Claude Cowork is simpler. For professional client deliverables, compliance, and reproducible outputs, Artefae is 10-100x more capable.

See For Yourself

Frequently Asked Questions

Everything you need to know about Artefae. Can't find your answer? Contact our support team.

Still have questions?

Contact our support team

Start on your next engagement, not your last.

Context captured from day one is worth more than context reconstructed on day forty.

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