AI Workbench .supra Examples

A portable, ready-to-use collection of .supra examples for SupraTix AI Workbench. It can live in any checkout and can be copied into an AI Workbench examples directory when needed.

It contains importable .supra packages, generated bilingual package documentation, JSON schemas, validation scripts, governance notes, and reusable image assets for a polished public or private GitHub presentation. Each package is designed to show a concrete business workflow, a reviewable output contract, and starter context that can be adapted safely.

What is included

• 47 .supra packages at the repository root.
• English and German generated documentation under docs/.
• Schema contracts under schemas/ for package-level validation and output-contract checks.
• Local validation scripts under scripts/.
• GitHub Actions workflow to validate examples on every pull request.
• Image assets for the README, docs, social preview, architecture, workflow, package anatomy, import/export, and governance diagrams.

Fast start

# 1) Open this repository checkout
cd AI-Workbench-.supra-Examples

# 2) Validate every .supra package
python3 scripts/validate_supra.py .

# 3) Regenerate docs after edits
python3 scripts/generate_docs.py .

# 4) Optional: regenerate image assets
python3 scripts/render_assets.py .

Repository layout

.
├── *.supra                         # AI Workbench example packages
├── README.md                       # GitHub landing page
├── examples_manifest.json          # Machine-readable package catalog
├── docs/
│   ├── README.md                   # Package index
│   ├── *.en.md / *.de.md           # Generated package docs
│   └── assets/                     # SVG and PNG diagrams
├── schemas/                        # JSON schemas and contract notes
├── scripts/                        # Validation, docs, and asset generators
├── tests/                          # Lightweight pytest compatibility tests
└── .github/                        # CI, issue templates, PR template

Package catalog

Package	Focus	Shape	Docs
AE Valley Grant/Tender/Project URL Condenser	Turn grant, tender, and project URLs into a compact evidence brief that summarizes fit, bid readiness, funding risks, and next validation steps.	17 columns / 1 workflow	EN · DE
Data Analytics Experiment And Launch Analyzer	Turn experiment or launch notes into a decision-ready analytics review with hypothesis checks, outcome signals, risks, and follow-up instrumentation needs.	4 columns / 1 workflow	EN · DE
Data Analytics KPI Framework Designer	Design a practical KPI framework that connects goals to metric definitions, owners, guardrails, review cadence, and adoption-ready reporting notes.	4 columns / 1 workflow	EN · DE
Data Analytics KPI Operating Review	Create a structured KPI operating review that summarizes status, risks, corrective actions, owners, and follow-up triggers for recurring business reviews.	4 columns / 1 workflow	EN · DE
Data Analytics Market And Opportunity Sizer	Estimate market or opportunity size with transparent assumptions, sizing scenarios, sensitivity checks, evidence gaps, and validation priorities.	4 columns / 1 workflow	EN · DE
Field Service Maintenance Report	Turn technician voice notes or transcripts into a traceable maintenance report and customer summary.	4 columns / 1 workflow	EN · DE
KMU Tender Factory	Parse tender PDFs into a criteria-mapped proposal draft, scoring matrix, compliance checklist, and evidence bundle for SME submissions.	5 columns / 1 workflow	EN · DE
Lieferschein → Lagerbestand (Internal Products)	Map delivery-note lines to internal products, flag ambiguous matches, and produce a reviewable stock update proposal for inventory teams.	3 columns / 1 workflow	EN · DE
LinkedIn Extreme Engagement Posting	Create a high-engagement LinkedIn publishing package with hooks, post variants, positioning notes, risk checks, and engagement follow-up prompts.	9 columns / 1 workflow	EN · DE
MINT Study Planning	Generate structured MINT/STEM study plans from learner goals, baseline skills, schedule, constraints, milestones, resources, and assessments.	4 columns / 1 workflow	EN · DE
SME AI Adoption Readiness Sprint	Assess SME AI adoption readiness and turn constraints, data quality, risks, and team capacity into a concrete first-sprint action plan.	4 columns / 1 workflow	EN · DE
SME Cashflow War Room	Prioritize cashflow risks from receivables, payables, and commitments, then convert them into an owner-ready recovery board with escalation triggers.	4 columns / 1 workflow	EN · DE
SME Churn Rescue Desk	Identify churn signals from customer context and produce a practical rescue plan with root causes, owner actions, and review triggers.	4 columns / 1 workflow	EN · DE
SME Compliance Evidence Pack	Organize compliance facts into an evidence pack that highlights obligations, proof gaps, owners, deadlines, and reviewer-ready notes.	4 columns / 1 workflow	EN · DE
SME Customer Reply	Draft a professional customer response that balances tone, facts, evidence gaps, commitments, and follow-up checks for sensitive service situations.	4 columns / 1 workflow	EN · DE
SME Cyber Hygiene Action Board	Convert cyber hygiene observations into a prioritized remediation board with risk level, responsible owners, due dates, and verification checks.	4 columns / 1 workflow	EN · DE
SME Data Cleanup Command Center	Create a practical data cleanup plan with issue categories, quality rules, owners, validation checks, and a sequence for remediation.	4 columns / 1 workflow	EN · DE
SME Deadstock Liquidator	Identify deadstock risks from inventory signals and turn them into a liquidation plan with pricing options, channels, owners, and review metrics.	4 columns / 1 workflow	EN · DE
SME Downtime Triage	Diagnose downtime context and create a focused triage plan that separates immediate fixes, root-cause hypotheses, prevention actions, and owners.	4 columns / 1 workflow	EN · DE
SME Energy Cost Anomaly Finder	Spot energy-cost anomalies, separate likely drivers from assumptions, and propose reviewable savings or investigation actions with ownership.	4 columns / 1 workflow	EN · DE
SME ESG Sustainability Copilot	Consolidate sustainability evidence into an ESG readiness scorecard, gap analysis and action plan.	3 columns / 1 workflow	EN · DE
SME Field Service Route Optimizer	Turn service jobs, technician capacity, travel constraints, and priority rules into a route-optimization action brief for field teams.	4 columns / 1 workflow	EN · DE
SME Grant Funding Fit Radar	Assess grant-fit signals and produce a shortlist with eligibility notes, evidence gaps, deadlines, effort estimates, and application next steps.	4 columns / 1 workflow	EN · DE
SME Hiring Scorecard Kit	Create a role scorecard with success outcomes, interview signals, decision rubric, evidence prompts, and hiring risk notes for SME teams.	4 columns / 1 workflow	EN · DE
SME Invoice Dispute Resolver	Structure invoice-dispute facts into a resolution plan with claim summary, evidence gaps, negotiation options, owners, and escalation triggers.	4 columns / 1 workflow	EN · DE
SME Late Payment Collector	Prepare a humane but firm late-payment collection plan with customer context, message drafts, escalation path, and payment-risk signals.	4 columns / 1 workflow	EN · DE
SME Lead Qualifier	Qualify leads using fit, urgency, budget signals, risk flags, and next-best-action recommendations for practical sales follow-up.	4 columns / 1 workflow	EN · DE
SME Local SEO Content Engine	Generate local SEO content briefs from business context, service areas, customer proof points, search intent, and page-level action notes.	4 columns / 1 workflow	EN · DE
SME Margin Leak Detector	Identify margin leakage from pricing, discounting, cost, and delivery signals, then create a practical profit-protection action plan.	4 columns / 1 workflow	EN · DE
SME Meeting Summarizer	Summarize meeting notes into decisions, actions, risks, owners, due dates, evidence gaps, and follow-up prompts.	4 columns / 1 workflow	EN · DE
SME Onboarding Micro-SOP Factory	Turn onboarding context into short SOPs, role-ready checklists, common mistake warnings, and review prompts for new team members.	4 columns / 1 workflow	EN · DE
SME Pricing Power Simulator	Assess pricing power using demand, competition, cost, and customer signals, then propose scenarios, guardrails, and review triggers.	4 columns / 1 workflow	EN · DE
SME Product Launch Kill/Scale Gate	Create a kill/scale gate for product launch decisions with evidence summary, confidence level, risks, and next actions.	4 columns / 1 workflow	EN · DE
SME Proposal Drafter	Draft a proposal brief with client goals, scope, assumptions, deliverables, exclusions, risks, and next-step language.	4 columns / 1 workflow	EN · DE
SME Quote-to-Cash Bottleneck Scanner	Scan quote-to-cash flow for handoff bottlenecks, missing data, aging risks, and owner-ready fixes that protect revenue timing.	4 columns / 1 workflow	EN · DE
SME Review Reputation Responder	Draft review responses and reputation recovery actions with evidence-aware tone, escalation guidance, service signals, and follow-up checks.	4 columns / 1 workflow	EN · DE
SME Safety Incident Prevention Loop	Convert safety incident notes into prevention actions with root-cause hypotheses, responsible owners, verification checks, and review triggers.	4 columns / 1 workflow	EN · DE
SME Shift Handover Risk Radar	Identify handover risks and produce a shift-ready mitigation brief with priority issues, owner checks, open questions, and escalation signals.	4 columns / 1 workflow	EN · DE
SME SOP Builder	Transform process context into a clear SOP with roles, inputs, steps, quality checks, exceptions, and review cadence.	4 columns / 1 workflow	EN · DE
SME Subscription Retention Playbook	Build a subscription retention playbook from customer signals, renewal risks, intervention actions, owners, and review metrics.	4 columns / 1 workflow	EN · DE
SME Tender No-Bid Gate	Create a tender bid/no-bid recommendation with fit scoring, evidence gaps, delivery risks, governance notes, and next actions.	4 columns / 1 workflow	EN · DE
SME Training Skill Gap Matrix	Map training needs into a skill-gap matrix with role impact, priority learning actions, owners, and progress review prompts.	4 columns / 1 workflow	EN · DE
SME Upsell Signal Miner	Find upsell signals in account context and convert them into account-specific offers, timing notes, risk flags, and next actions.	4 columns / 1 workflow	EN · DE
SME Vendor Negotiation Brief	Prepare a vendor negotiation brief with leverage signals, target asks, fallback options, risk notes, and owner-ready talking points.	4 columns / 1 workflow	EN · DE
SME Warranty Root Cause Radar	Analyze warranty issues to propose root-cause hypotheses, containment actions, evidence gaps, customer impact notes, and prevention checks.	4 columns / 1 workflow	EN · DE
SME Webshop Conversion Rescue	Diagnose webshop conversion problems and produce a prioritized rescue plan covering funnel signals, friction points, experiments, and owner actions.	4 columns / 1 workflow	EN · DE
SupraWorx Workforce Intelligence Platform	Preserve expert knowledge, map competency risk, and orchestrate learning, succession, and recruiting workflows with explainable AI receipts.	9 columns / 1 workflow	EN · DE

.supra package conventions

Each package is JSON with a .supra extension. The key sections are:

1. metadata — vendor, version, starter rows, commerce metadata, and GitHub-example notes.
2. columns — manual, AI-tool, and shortcut columns with prompt execution settings.
3. workflows — ordered workbench steps when the package is workflow-enabled.
4. main_workbench — a portable workbench definition that mirrors the package columns and workflows.
5. tooling.output_contract — expected JSON shape, required fields, quality gate, and evidence policy.

For the full normative description, see The .supra v1 Standard. For repair work, use the standard fix playbook.

Import flow

1. Validate package JSON locally.
2. Review generated docs and output contracts.
3. Import the .supra file into AI Workbench.
4. Run starter rows in manual-review mode.
5. Capture improvements as a pull request.

Governance baseline

The examples intentionally default to human-reviewable execution. Prompts ask the model to separate facts from assumptions, mark evidence gaps, and avoid invented facts. Finance, legal, safety, and compliance-sensitive recommendations are marked for responsible human review.

Publishing checklist

• Confirm package titles and descriptions.
• Run python3 scripts/validate_supra.py ..
• Run python3 scripts/generate_docs.py . and commit changed docs.
• Review diagrams in docs/assets/.
• Decide whether this repository should use LICENSE.template or a project-specific license.
• Create the GitHub repository and push.

Copy into an AI Workbench examples directory

./scripts/install_to_supraworx_examples.sh path/to/ai-workbench/examples

# Or use an environment variable for repeated installs
export SUPRAWORX_EXAMPLES_DIR="path/to/ai-workbench/examples"
./scripts/install_to_supraworx_examples.sh

cd path/to/ai-workbench/examples
python3 scripts/validate_supra.py .

Maintainer notes

This repository is intentionally dependency-light. The validation script uses the Python standard library only. PNG asset regeneration uses Pillow when available and falls back to SVG-only output if Pillow is not installed.