# MediaAtlas decision models

> Decision models read a state (a document, a JSON record, images or video frames) plus a schema of typed questions and return a probability for every allowed option of every question in one forward pass. No text generation and no output parsing: each answer comes with a confidence and a band (act / confirm / human). 97 ready use cases in 21 packs, or send your own questions.

The API is JSON over HTTPS with a Bearer key. Pack and use-case descriptions are public (GET /v1/packs, no key). Monthly plans, in euro without VAT: Developer 19 (100 M input tokens) and Team 99 (1,000 M input tokens); output tokens are always 0, A person pays once with Stripe and the page shows the key; each agent can have a key of its own under the plan. The public demo needs no sign-in and is rate-limited per IP.

## Docs

- [API documentation](https://decision.mediaatlas.si/docs): authentication, POST /v1/decisions, images and video, custom questions, errors, billing, client examples
- [Full reference for LLMs](https://decision.mediaatlas.si/llms-full.txt): every pack and use case with its input, questions and options, in one text file
- [Packs as JSON](https://decision.mediaatlas.si/v1/packs): machine-readable list of packs, use cases, questions and options (no key needed)
- [Plans](https://decision.mediaatlas.si/docs#plans): Developer and Team, 402 payment_required, POST /api/checkout for a payment link to hand to a person
- [Agent skill](https://decision.mediaatlas.si/skill): SKILL.md and scripts/decide.py for Claude Code and other agents; download https://decision.mediaatlas.si/decision-skill.zip

## Try it

- [Live demo](https://decision.mediaatlas.si/demo): paste text or drop images, pick use cases, see per-option probabilities

## Packs

- [Core decisions](https://decision.mediaatlas.si/docs#p-core): The nine building blocks: routing, guardrails, tool gating, triage, reranking, evals, labeling, real-time control and confidence gates. Use cases: Model routing, Guardrails, Tool-call gating, Inbox triage, Reranking, LLM evals, Bulk labeling, Real-time control, Confidence gate.
- [Accounts payable](https://decision.mediaatlas.si/docs#p-accounts-payable): For finance teams and bookkeeping bureaus: sort incoming documents, catch duplicate invoices, decide approve / hold / escalate and code costs with VAT treatment. Use cases: Document type, Duplicate invoices, Approve, hold or escalate, Cost coding.
- [Agent safety](https://decision.mediaatlas.si/docs#p-agent-safety): For teams that run AI coding and ops agents: decide whether a tool call, shell command or code change may proceed. Use cases: Tool-call firewall, Shell command risk, Secret in diff, Human handoff.
- [Clinical intake](https://decision.mediaatlas.si/docs#p-clinical-intake): Synthetic patient messages (EN, SL) triaged for urgency, routing, red flags and clinician review. Decision support only, not a medical device: a clinician owns every clinical decision. Use cases: Urgency triage, Role routing, Red-flag labels, Auto-reply gate.
- [Cold-chain monitoring](https://decision.mediaatlas.si/docs#p-cold-chain): For pharmacies, hospitals, labs and food logistics: triage temperature excursions, spot faulty sensors, decide what happens to the stock and who gets woken up. Use cases: Excursion triage, Sensor fault diagnosis, Excursion impact, Alarm escalation.
- [Outreach & content](https://decision.mediaatlas.si/docs#p-content-growth): For sales, marketing and community teams: classify outreach replies, grade posts, flag low-quality AI text and score lead fit. Use cases: Outreach reply, Post grade, AI slop check, Lead fit.
- [Content moderation](https://decision.mediaatlas.si/docs#p-content-moderation): Trust and safety teams decide what stays up: action on posts, policy labels, appeal gate and marketplace listing checks. Use cases: Post action, Policy labels, Appeal gate, Marketplace listing check.
- [Contract review](https://decision.mediaatlas.si/docs#p-contract-review): Customer-side review of supplier contract clauses: label each clause, score its risk against a playbook, find the clause that answers a question and decide accept, negotiate or reject. Use cases: Clause labeling, Clause risk, Clause retrieval, Deviation from standard.
- [Osnovne odločitve (SL)](https://decision.mediaatlas.si/docs#p-core-sl): Slovenska zrcalna različica paketa core: istih devet gradnikov z enakimi primeri in oznakami, za neposredno primerjavo istega modela v angleščini in slovenščini. Use cases: Usmerjanje modelov, Varovalke, Nadzor klicev orodij, Razvrščanje pošte, Prerazvrščanje, Vrednotenje jezikovnih modelov, Množično označevanje, Krmiljenje v realnem času, Prag zaupanja.
- [Data flywheel](https://decision.mediaatlas.si/docs#p-data-flywheel): Curate and judge LLM training data: triage rows, pick DPO preferences, grade answers against sources and label rows for the mix. Use cases: Row triage, DPO preference pairs, Grounded answer judge, Near-duplicate check.
- [Dev & ops triage](https://decision.mediaatlas.si/docs#p-dev-ops): For SRE and platform teams: triage log lines, vet dependencies, classify CI failures and route issues. Use cases: Log triage, Package audit, CI failure cause, Issue routing.
- [Education and tutoring](https://decision.mediaatlas.si/docs#p-education): Tutors and teachers of school-age learners grade answers, spot misconceptions, decide when to give a hint and read the mood of a message. Use cases: Rubric grading, Misconception spotting, Hint gate, Message mood.
- [Games & real time](https://decision.mediaatlas.si/docs#p-games-realtime): For game studios and live-service teams: tiny decisions that must be answered in milliseconds: cheat suspicion, player intent, difficulty and board moves. Use cases: Cheat suspicion, NPC player intent, Difficulty adjustment, Player support triage.
- [Industrial faults](https://decision.mediaatlas.si/docs#p-industrial-faults): For maintenance and plant teams: diagnose machine faults from telemetry, prioritise maintenance, validate sensors and sort alarm floods. Use cases: Fault diagnosis, Maintenance priority, Sensor validity, Alarm flood.
- [Market intelligence](https://decision.mediaatlas.si/docs#p-market-intel): Analysts and trading desks triage crypto, equity and commodity news: catalyst strength, source status, tags and thesis-relevant headlines. Use cases: Catalyst strength, Source status, Asset and direction tagging, Thesis reranking.
- [Public inbox](https://decision.mediaatlas.si/docs#p-public-inbox): Citizen e-mails to a municipality (SL, EN): route to the right department, recognise the request type, set the response deadline class and flag personal data. Use cases: Department routing, Request type, Response deadline, Personal data flags.
- [Research & documents](https://decision.mediaatlas.si/docs#p-research-docs): For analysts, knowledge teams and data teams: fact-check claims against evidence, grade answers with a rubric, tag notes and route questions safely to a data layer. Use cases: Claim check, Answer vs rubric, Note tagging, Query routing.
- [Security operations](https://decision.mediaatlas.si/docs#p-security-ops): For SOC analysts and MSSPs: give alerts a verdict and severity, gate response actions, triage reported e-mails and label log lines. Use cases: Alert verdict, Response action gate, Reported e-mail triage, Log line labeling.
- [Trading compliance](https://decision.mediaatlas.si/docs#p-trading-compliance): Market-conduct surveillance for energy and financial trading desks: inside-information checks, suspicious order patterns, trader chat review and regulatory report routing. Use cases: Inside-information check, Order pattern surveillance, Trader chat surveillance, Regulatory report routing.
- [Images & video](https://decision.mediaatlas.si/docs#p-vision): Decisions from a photo, a screenshot, a chart or a short clip (frames): document intake, photo quality, screenshot triage, chart reading, motion and status lights. Use cases: Document photo intake, Product photo quality gate, Screenshot triage, Chart trend reading, Bar chart leader, Video: motion direction, Video: status light.
- [Working time & absence](https://decision.mediaatlas.si/docs#p-workforce-time): For HR, payroll and shift planners: classify absence messages, check timesheets against EU-style rest, break, night and overtime rules, and route corrections and shift swaps. Use cases: Absence messages, Timesheet rule check, Correction requests, Shift-swap validation.

## Optional

- [MediaAtlas](https://mediaatlas.si): the company behind the service