Business overview
Helixor is a decision platform. It makes operational decisions exactly and repeatably, close to your data. It explains each one, improves its policies from real outcomes without drifting, and hands off what rules cannot settle instead of guessing.
The problem it solves#
Most organizations make the same decisions thousands or millions of times a day: approve or refer, route or hold, allocate or defer, release or withhold. Today those decisions live in one of three places, and each has a cost:
- Hand-written code is exact but opaque, slow to change, and cannot explain itself to an auditor.
- Predictive or generative models adapt and handle ambiguity, but they are not repeatable, can be wrong with confidence, and drift as they retrain.
- People handle anything, but they do not scale and are hard to make consistent.
Helixor combines the parts that work. A deterministic core decides what policy can settle, and a learning loop improves that policy from outcomes under a regression gate. A reasoning service handles the ambiguous remainder: it abstains when the evidence is not there, and those cases go to people.
The platform#
| Part | What it does | Runs | Status |
|---|---|---|---|
| Decision core | Evaluates a versioned decision pack in your process or next to it: typed extraction, invariants, a closed set of actions, a minimal-change remedy and a receipt. Deterministic, microseconds, no model calls. Concepts | Your process, or hosted | Available |
| Outcome memory | Records what actually happened after each decision and tracks confidence per claim and context, weighting failures more heavily than successes. How learning works | Your process, or hosted | Available |
| Learning loop | Ingests outcomes and expert overrides, classifies each gap (data defect, policy defect, expected), proposes policy changes, and runs them against a golden regression suite; only passing changes can be admitted. | Hosted platform | Preview |
| Reasoning | Answers questions rules cannot settle from the evidence you send, with a verdict of answer, abstain or refuse, a correctness estimate and a proof reference. Hosted escalation | Hosted platform | Preview |
| Solvers and counterfactuals | Optimization (routing, packing, rostering) and "what would have to change" analysis over the same decision model. | Hosted platform | Preview |
| Decision packs | Domain policies you author, or take from the catalog. The first pack we ship protects sensitive data leaving a system; it is the example used throughout the guides. | Wherever the core runs | Available first pack; domain catalog Planned |
Where it fits#
| Strong fit | Weaker fit |
|---|---|
| High-volume operational decisions with a definable notion of "correct": eligibility, limits, routing, allocation, release | One-off strategic judgement with no repeatable criteria |
| Decisions you must explain to a customer, auditor or regulator | Decisions nobody will ever ask about |
| Data that should not leave your environment to be decided on | Workloads already fully served by a hosted service you trust with the data |
| Policies that should improve from outcomes without silently changing | Pure pattern recognition over raw signals (images, audio), where a trained model is the right core |
| Hot paths with tight latency or cost per decision | Open-ended content generation |
Read next#
Choosing an approach
How this architecture compares with models, rules platforms, hand-written code and human review.
ApplyUse cases
The decision types the platform is built for.
DecideEvaluating fit
A pilot plan and an ROI worksheet.
About status labels
Status labels describe maturity, not location: Available is generally available, Preview works today for early customers and its interface may still change, and Planned is designed but not yet released. The Runs column says where a part executes. Helixor is one product: the hosted platform runs the same decision core you can embed, and adds the parts that need shared state or heavier compute. Helixor helps you enforce and evidence decision controls; it does not by itself make you compliant with any regulation. This is not legal advice.