# Decision model use cases with public examples

> Decision models are used in 62 recorded use cases, each linked to a public example. They include email triage and document retrieval.

Updated 2026-11-04 (Australia/Adelaide)

## Everything people are using decision models for

Decision models have 62 recorded use cases, each linked to a project someone has shipped or published. Examples include email triage and document retrieval.

Added: 2026-11-04

### Comment analysis

[Comment analysis](<https://decisionmodels.ai/use-cases#use-comment-analysis>)

What topic does this comment discuss?

Options: combat · technical performance · other topics

Example: [pbz-comment-insight](<https://decisionmodels.ai/projects#project-pbz-comment-insight>) · [Source](<https://github.com/WanKun824/pbz-comment-insight>)

Added: 2026-11-04

### Agent memory

[Agent memory](<https://decisionmodels.ai/use-cases#use-agent-memory>)

Is this fact new, or already known?

Options: new · already known

Example: [Hindsight agent memory](<https://decisionmodels.ai/projects#project-hindsight>) · [Source](<https://github.com/vectorize-io/hindsight>)

Added: 2026-11-04

### Alert paging

[Alert paging](<https://decisionmodels.ai/use-cases#use-alert-paging>)

Should the on-call engineer be paged now?

Options: page · do not page

Example: Coroot paging benchmark · [Source](<https://github.com/coroot/anomaly-detection>)

Added: 2026-11-03

### Aerial imagery

[Aerial imagery](<https://decisionmodels.ai/use-cases#use-aerial-imagery>)

How many RVs are in this tile?

Options: 0 · 1 · 2 · 3 · 4 to 5 · 6 to 8 · 9 to 12 · 13 to 20 · 21 to 35 · 36 or more

Example: [clef-playa counts aerial tiles with Clef](<https://decisionmodels.ai/projects#project-clef-playa>) · [Source](<https://github.com/wevans997-dev/clef-playa>)

Added: 2026-11-03

### OCR checks

[OCR checks](<https://decisionmodels.ai/use-cases#use-ocr-checks>)

Score whether a candidate OCR reading matches its document region.

Options: 0 to 1 correctness score

Example: [MiniCPM-OCR Jev checks text, formulas and tables](<https://decisionmodels.ai/models/minicpm-ocr-jev>) · [Source](<https://huggingface.co/openbmb/MiniCPM-OCR-Jev>)

Added: 2026-11-03

### Voice quality checks

[Voice quality checks](<https://decisionmodels.ai/use-cases#use-voice-quality-checks>)

Does the agent talk over the caller?

Options: yes · no

Example: [Hume Audio Decisions API docs](<https://decisionmodels.ai/models/hume-audio-decisions>) · [Source](<https://dev.hume.ai/audio-decisions/docs/overview>)

Added: 2026-11-03

### Live web facts

[Live web facts](<https://decisionmodels.ai/use-cases#use-live-web-facts>)

Does this vendor support SAML SSO and EU data residency?

Options: yes · no

Example: [Parallel Decisions API benchmark post](<https://decisionmodels.ai/models/parallel-decisions>) · [Source](<https://parallel.ai/blog/pws-decisions-benchmark>)

Added: 2026-11-01

### Document retrieval

[Document retrieval](<https://decisionmodels.ai/use-cases#use-document-retrieval>)

Does the answer to this question lie under this section?

Options: yes · no

Example: [Agastya](<https://decisionmodels.ai/projects#project-agastya>) · [Source](<https://github.com/cars3/agastya>)

Added: 2026-11-01

### Context hygiene

[Context hygiene](<https://decisionmodels.ai/use-cases#use-context-hygiene>)

Has the conversation moved to a new topic?

Options: same · subtopic · new\_topic

Example: [topic-gate](<https://decisionmodels.ai/projects#project-topic-gate>) · [Source](<https://github.com/tauseefau/topic-gate>)

Added: 2026-11-01

### Note tagging

[Note tagging](<https://decisionmodels.ai/use-cases#use-note-tagging>)

Is this note about a trip?

Options: yes · no

Example: [Laya Notes](<https://decisionmodels.ai/projects#project-laya-notes>) · [Source](<https://github.com/itsdula/laya-notes>)

Added: 2026-11-01

### Live audio

[Live audio](<https://decisionmodels.ai/use-cases#use-live-audio>)

Is music playing?

Options: yes · no · cant\_tell

Example: [Nimbus](<https://decisionmodels.ai/models/nimbus>) · [Source](<https://github.com/Crele-AI/nimbus>)

Added: 2026-11-01

### Mobile apps

[Mobile apps](<https://decisionmodels.ai/use-cases#use-mobile-apps>)

Could executing this action cause data loss, a charge, a logout, an account or permission change, a message sent to another person, or another irreversible side effect?

Options: yes · no

Example: [jev-droid](<https://decisionmodels.ai/projects#project-jev-droid>) · [Source](<https://github.com/frederico-kluser/jev-droid>)

Added: 2026-11-01

### Agent skills

[Agent skills](<https://decisionmodels.ai/use-cases#use-agent-skills>)

Does this output follow this rule from the skill?

Options: yes · no

Example: [skill-tester](<https://decisionmodels.ai/projects#project-skill-tester>) · [Source](<https://github.com/milesroxas/skill-tester>)

Added: 2026-10-31

### Reasoning effort

[Reasoning effort](<https://decisionmodels.ai/use-cases#use-reasoning-effort>)

How much reasoning effort does this task need?

Options: low · medium · high

Example: [jev-router for Claude Code](<https://decisionmodels.ai/projects#project-pyxl-jev-router>) · [Source](<https://github.com/pyxl-dev/jev-router>)

Added: 2026-10-31

### Group chats

[Group chats](<https://decisionmodels.ai/use-cases#use-group-chats>)

Should the bot reply now?

Options: true · false

Example: [JEV Damocles for AstrBot](<https://decisionmodels.ai/projects#project-jev-damocles>) · [Source](<https://github.com/ch7flyer/astrbot_plugin_jev_damocles>)

Added: 2026-10-31

### Code search

[Code search](<https://decisionmodels.ai/use-cases#use-code-search>)

Does this declaration implement the behaviour in the query?

Options: yes · no

Example: [layagrep](<https://decisionmodels.ai/projects#project-layagrep>) · [Source](<https://github.com/gak4u/layagrep>)

Added: 2026-10-31

### Earnings calls

[Earnings calls](<https://decisionmodels.ai/use-cases#use-earnings-calls>)

Does this claim from the call contradict the reported figures?

Options: yes · no

Example: [narrative-audit-jev](<https://decisionmodels.ai/projects#project-narrative-audit-jev>) · [Source](<https://github.com/adityavsb/narrative-audit-jev>)

Added: 2026-10-30

### Video editing

[Video editing](<https://decisionmodels.ai/use-cases#use-video-editing>)

Is there room in this shot for one more person?

Options: yes · no

Example: [Cameo for ComfyUI](<https://decisionmodels.ai/projects#project-comfyui-cameo>) · [Source](<https://github.com/kristopolous/comfyui-cameo>)

Added: 2026-10-30

### Filing loose files

[Filing loose files](<https://decisionmodels.ai/use-cases#use-filing-loose-files>)

Which project does this file belong to?

Options: Podcast · Client site · Home admin · None of these

Example: [Unorphan](<https://decisionmodels.ai/projects#project-unorphan>) · [Source](<https://github.com/sushrutkhandelwal/unorphan>)

Added: 2026-10-30

### Content moderation

[Content moderation](<https://decisionmodels.ai/use-cases#use-content-moderation>)

Is the user trying to find, track or obtain private information about a specific person?

Options: yes · no

Example: [Exposure-aware routing](<https://decisionmodels.ai/projects#project-exposure-aware-routing>) · [Source](<https://github.com/Enayat-Hassani/exposure-aware-routing>)

Added: 2026-10-30

### Disk cleanup

[Disk cleanup](<https://decisionmodels.ai/use-cases#use-disk-cleanup>)

Does this folder contain only caches, temporary files, crash dumps or leftover downloads that apps recreate?

Options: yes · no

Example: [SpaceSniffer, Jev edition](<https://decisionmodels.ai/projects#project-space-sniffer-jev>) · [Source](<https://github.com/NoxLoveYa/space-sniffer>)

Added: 2026-10-29

### Video footage

[Video footage](<https://decisionmodels.ai/use-cases#use-video-footage>)

Is the mixing step happening at this time?

Options: Present · Absent · Unclear

Example: [Jev](<https://decisionmodels.ai/models/jev>) Video Lab · [Source](<https://github.com/EventumAI/jev-video-lab>)

Added: 2026-10-29

### Office documents

[Office documents](<https://decisionmodels.ai/use-cases#use-office-documents>)

Do the supplied slides include a [pricing](<https://decisionmodels.ai/pricing>) table?

Options: true · false

Example: [idec for local Ollama](<https://decisionmodels.ai/projects#project-idec>) · [Source](<https://github.com/nikspence/idec>)

Added: 2026-10-29

### Support tickets

[Support tickets](<https://decisionmodels.ai/use-cases#use-support-tickets>)

Which team should handle this support ticket?

Options: Billing · Technical · Account · Sales

Example: [laya-pet ticket router](<https://decisionmodels.ai/projects#project-laya-pet>) · [Source](<https://github.com/ikeremerdem/laya-pet>)

Added: 2026-10-29

### Marketing ops

[Marketing ops](<https://decisionmodels.ai/use-cases#use-marketing-ops>)

Is this reply interested?

Options: yes · no

Example: [Jev for Marketers guide](<https://decisionmodels.ai/projects#project-jev-for-marketers>) · [Source](<https://github.com/brent-phillips/jev-for-marketers>)

Added: 2026-10-28

### Issue backlogs

[Issue backlogs](<https://decisionmodels.ai/use-cases#use-issue-backlogs>)

Is this issue from someone blocked from upgrading?

Options: yes · no · unknown

Example: [Better Backlog for GitHub issues](<https://decisionmodels.ai/projects#project-better-backlog>) · [Source](<https://github.com/BerriAI/better-backlog>)

Added: 2026-10-28

### Answering the agent

[Answering the agent](<https://decisionmodels.ai/use-cases#use-answering-the-agent>)

Which of the options the agent offered should it go with?

Options: Option 1 · Option 2 · Option 3

Example: [opencode-auto-question plugin](<https://decisionmodels.ai/projects#project-opencode-auto-question>) · [Source](<https://github.com/jflowers/opencode-auto-question>)

Added: 2026-10-28

### Tool loading

[Tool loading](<https://decisionmodels.ai/use-cases#use-tool-loading>)

Does this request need the memory tools?

Options: yes · no

Example: [pi-jev-lazy-load for Pi](<https://decisionmodels.ai/projects#project-pi-jev-lazy-load>) · [Source](<https://github.com/dantetekanem/pi-jev-lazy-load>)

Added: 2026-10-28

### IT compliance

[IT compliance](<https://decisionmodels.ai/use-cases#use-it-compliance>)

Which remediation path should resolve this failing custom setting?

Options: Configure devices · Ask users · Fix policy · Review

Example: [intune-why for Microsoft Intune](<https://decisionmodels.ai/projects#project-intune-why>) · [Source](<https://github.com/dallascrilley/intune-why>)

Added: 2026-10-28

### Marketplace listings

[Marketplace listings](<https://decisionmodels.ai/use-cases#use-marketplace-listings>)

Does this listing match what I'm looking for?

Options: yes · no

Example: [Jev Content Filter for classified ads](<https://decisionmodels.ai/projects#project-jev-content-filter>) · [Source](<https://github.com/Aladincz/Jev-Content-Filter>)

Added: 2026-10-27

### UI testing

[UI testing](<https://decisionmodels.ai/use-cases#use-ui-testing>)

Which element on this page does the step mean?

Options: Checkout button · Cart icon · First name field · Continue button

Example: [Decisium, plain-English UI tests](<https://decisionmodels.ai/projects#project-decisium>) · [Source](<https://github.com/andletenkov/decisium>)

Added: 2026-10-27

### Order matching

[Order matching](<https://decisionmodels.ai/use-cases#use-order-matching>)

Which catalogue item is "5# limes"?

Options: Limes, 5 lb · Limes, case · Lemons, 5 lb · none of these

Example: [order-matcher for restaurant orders](<https://decisionmodels.ai/projects#project-order-matcher>) · [Source](<https://github.com/prefill-vanishing-point/order-matcher>)

Added: 2026-10-27

### Terms of service

[Terms of service](<https://decisionmodels.ai/use-cases#use-terms-of-service>)

How does this clause treat users in disputes?

Options: not addressed · standard or protective · somewhat stricter · abusive

Example: [Jev ToS Checker for Chrome](<https://decisionmodels.ai/projects#project-jev-tos-checker>) · [Source](<https://github.com/shohei81/jev-tos-checker>)

Added: 2026-10-27

### CI failures

[CI failures](<https://decisionmodels.ai/use-cases#use-ci-failures>)

What caused this failed test?

Options: environment or timeout · flaky assertion · genuine regression · API contract mismatch

Example: [Jev CI triage](<https://decisionmodels.ai/projects#project-ci-triage>) · [Source](<https://github.com/tejred213/ci-triage>)

Added: 2026-10-26

### Source screening

[Source screening](<https://decisionmodels.ai/use-cases#use-source-screening>)

Does this news item carry PRC state framing?

Options: yes · no

Example: [West Philippine Sea Watch](<https://decisionmodels.ai/projects#project-wps-watch>) · [Source](<https://github.com/gianviterbo/wps-watch>)

Added: 2026-10-26

### Data compliance

[Data compliance](<https://decisionmodels.ai/use-cases#use-data-compliance>)

Does this column hold personal data?

Options: yes · no

Example: [jev-pii, PII discovery in DuckDB](<https://decisionmodels.ai/projects#project-jev-pii>) · [Source](<https://github.com/senthilsweb/jev-pii>)

Added: 2026-10-26

### Notifications

[Notifications](<https://decisionmodels.ai/use-cases#use-notifications>)

What kind of attention does this notification need?

Options: action required · ephemeral interrupt · persistent status · review later · hide

Example: [QuietFlow for Android](<https://decisionmodels.ai/projects#project-quietflow>) · [Source](<https://github.com/KoheiTakada/QuietFlow>)

Added: 2026-10-25

### Idea vetting

[Idea vetting](<https://decisionmodels.ai/use-cases#use-idea-vetting>)

Does this existing repo already do the same job as the idea?

Options: yes · no

Example: [buildornot, a verdict on your side project](<https://decisionmodels.ai/projects#project-buildornot>) · [Source](<https://github.com/blakestone-x/buildornot>)

Added: 2026-10-25

### Simulations

[Simulations](<https://decisionmodels.ai/use-cases#use-simulations>)

What does this villager do for the next two hours?

Options: eat · rest · work · explore

Example: [The Village, run on Jev](<https://decisionmodels.ai/projects#project-the-village>) · [Source](<https://github.com/Dasge97/the-village>)

Added: 2026-10-25

### Tutoring

[Tutoring](<https://decisionmodels.ai/use-cases#use-tutoring>)

Can this question be answered from the textbook chapter?

Options: yes · no

Example: [Textbook Voice Tutor, Grade 2](<https://decisionmodels.ai/projects#project-textbook-voice-tutor>) · [Source](<https://github.com/balajibankapur/textbook-voice-tutor>)

Added: 2026-10-25

### Occupation coding

[Occupation coding](<https://decisionmodels.ai/use-cases#use-occupation-coding>)

Which major group does this job ad belong to?

Options: Professionals · Associate professionals and technicians · Clerical support workers · Service and sales workers

Example: [SSOC 2024 Decision Trail](<https://decisionmodels.ai/projects#project-ssoc-decision-trail>) · [Source](<https://github.com/blurboy1985/ssoc-decision-trail>)

Added: 2026-10-25

### Live calls

[Live calls](<https://decisionmodels.ai/use-cases#use-live-calls>)

Has the other person answered this question yet?

Options: yes · no

Example: [Call Coach, a live interview checklist](<https://decisionmodels.ai/projects#project-call-coach>) · [Source](<https://github.com/ByronDarlison/call-coach>)

Added: 2026-10-24

### Product catalogues

[Product catalogues](<https://decisionmodels.ai/use-cases#use-product-catalogues>)

Does this product's text say it contains chicken?

Options: supported · contradicted · unknown · conflicting

Example: [Petsona, evidence-backed pet product tags](<https://decisionmodels.ai/projects#project-petsona-catalogue-ai>) · [Source](<https://github.com/jeromtom/petsona-catalogue-ai>)

Added: 2026-10-24

### Paper screening

[Paper screening](<https://decisionmodels.ai/use-cases#use-paper-screening>)

Is this new paper about humanoid whole-body control?

Options: yes · no

Example: [arXiv Jev Digest, a daily screened reading list](<https://decisionmodels.ai/projects#project-arxiv-jev-digest>) · [Source](<https://github.com/Monkeypox966/arxiv-jev-digest>)

Added: 2026-10-24

### Medicine

[Medicine](<https://decisionmodels.ai/use-cases#use-medicine>)

Which tissue type is in this slide tile?

Options: tumour · normal · inflamed · none of these

Example: [PathJev, decisions on pathology slides](<https://decisionmodels.ai/projects#project-pathjev>) · [Source](<https://github.com/CosmoIknosLab/PathJev>)

Added: 2026-10-23

### Industrial control

[Industrial control](<https://decisionmodels.ai/use-cases#use-industrial-control>)

Should this agent's request reach the controller?

Options: allow · cache · defer · deny

Example: [Talos gate for AI agents on factory networks](<https://decisionmodels.ai/models/talos>) · [Source](<https://github.com/tractian/talos>)

Added: 2026-10-22

### Email triage

[Email triage](<https://decisionmodels.ai/use-cases#use-email-triage>)

Is this email for you?

Options: for you · to review · junk

Example: [Mail Triage, on-device with Laya](<https://decisionmodels.ai/projects#project-mail-triage>) · [Source](<https://github.com/patrikcze/mail-triage>)

Added: 2026-10-22

### Feed filtering

[Feed filtering](<https://decisionmodels.ai/use-cases#use-feed-filtering>)

Does this post match my interests?

Options: show · hide

Example: [LinkedIn Focus Filter, in-browser with Kev](<https://decisionmodels.ai/projects#project-linkedin-focus-filter>) · [Source](<https://github.com/GuitarWag/linkedin-focus-filter>)

Added: 2026-10-22

### SQL queries

[SQL queries](<https://decisionmodels.ai/use-cases#use-sql-queries>)

Does this record's text match the question?

Options: yes · no

Example: [Laya inside DuckDB](<https://decisionmodels.ai/projects#project-duckdb-jev-spatial>) · [Source](<https://github.com/mraad/duckdb-jev-spatial>)

Added: 2026-10-22

### Coding assistants

[Coding assistants](<https://decisionmodels.ai/use-cases#use-coding-assistants>)

How big is this request?

Options: question · small change · big change · too vague

Example: [ClauJev, Jev checking Claude Code](<https://decisionmodels.ai/projects#project-claujev>) · [Source](<https://github.com/Civalski/claujev>)

Added: 2026-10-22

### Voice agents

[Voice agents](<https://decisionmodels.ai/use-cases#use-voice-agents>)

Should the agent talk now?

Options: speak · keep listening · yield · mm-hm

Example: [TYGER full-duplex voice agent](<https://decisionmodels.ai/projects#project-tyger-s2s>) · [Source](<https://github.com/nineninesix-ai/tyger-s2s>)

Added: 2026-10-22

### Visual inspection

[Visual inspection](<https://decisionmodels.ai/use-cases#use-visual-inspection>)

Does this pipe pass inspection?

Options: pass · defect · recheck

Example: [OpenCV + Laya inspection workbench](<https://decisionmodels.ai/projects#project-laya-opencv>) · [Source](<https://github.com/uu889/laya-opencv>)

Added: 2026-10-22

### Agent guardrails

[Agent guardrails](<https://decisionmodels.ai/use-cases#use-agent-guardrails>)

Should this bash command run?

Options: allow · block

Example: [guardrails-md for coding agents](<https://decisionmodels.ai/projects#project-guardrails-md>) · [Source](<https://github.com/berget-ai/guardrails-md>)

Added: 2026-10-22

### Forecasting

[Forecasting](<https://decisionmodels.ai/use-cases#use-forecasting>)

Will this happen by the deadline?

Options: yes · no

Example: [Three decision models vs Polymarket and Kalshi](<https://decisionmodels.ai/projects#project-model-vs-market>) · [Source](<https://github.com/yorkeccak/model-vs-market>)

Added: 2026-10-02

### Games

[Games](<https://decisionmodels.ai/use-cases#use-games>)

What should the player do next?

Options: left · right · jump · wait

Example: [Mario, played from emulator state](<https://decisionmodels.ai/projects#project-typesafe-mario>) · [Source](<https://github.com/fhshaik/typesafe-mario>)

Added: 2026-10-02

### Browser agents

[Browser agents](<https://decisionmodels.ai/use-cases#use-browser-agents>)

Which element on this page gets clicked?

Options: search box · results · next page

Example: [browser-use: flights in 7.1 s](<https://decisionmodels.ai/projects#project-jev-ultrafast>) · [Source](<https://github.com/browser-use/jev-ultrafast>)

Added: 2026-10-02

### Computer use

[Computer use](<https://decisionmodels.ai/use-cases#use-computer-use>)

What's the next action on screen?

Options: click · type · scroll · done

Example: [typesafe-computer-use](<https://decisionmodels.ai/projects#project-typesafe-computer-use>) · [Source](<https://github.com/awlevin/typesafe-computer-use>)

Added: 2026-10-02

### Search ranking

[Search ranking](<https://decisionmodels.ai/use-cases#use-search-ranking>)

How relevant is this result to the query?

Options: a score on a scale

Example: Simon Willison on reranking with [Jev](<https://decisionmodels.ai/models/jev>) · [Source](<https://simonwillison.net/2026/Sep/21/jev/>)

Added: 2026-10-02

### Trading

[Trading](<https://decisionmodels.ai/use-cases#use-trading>)

What do we do in this block?

Options: buy · sell · hold

Example: [jev-trader, one decision per block](<https://decisionmodels.ai/projects#project-jev-trader>) · [Source](<https://github.com/jarrodwatts/jev-trader>)

Added: 2026-10-02

### Robotics

[Robotics](<https://decisionmodels.ai/use-cases#use-robotics>)

Where does the drone go next?

Options: forward · left · right · climb

Example: [Camera-input drone in simulation](<https://decisionmodels.ai/projects#project-jev-drone>) · [Source](<https://github.com/RomanSlack/jev-drone>)

Added: 2026-10-02

### Code and security

[Code and security](<https://decisionmodels.ai/use-cases#use-code-and-security>)

Is this commit a security fix?

Options: yes · no

Example: [commit-miner](<https://decisionmodels.ai/projects#project-commit-miner>) · [Source](<https://github.com/devanshbatham/commit-miner>)

Added: 2026-10-02

### Cleaning up pages

[Cleaning up pages](<https://decisionmodels.ai/use-cases#use-cleaning-up-pages>)

Is this element clutter?

Options: yes · no

Example: [unclutter browser extension](<https://decisionmodels.ai/projects#project-unclutter>) · [Source](<https://github.com/kitze/unclutter>)