Frequently Asked Questions
Common questions about ΛNIK — predictions, data sources, pricing, and technical details.
Frequently Asked Questions
Common questions about ΛNIK, its data, its predictions, and how to get the most out of the platform.
About ΛNIK
What is ΛNIK?
ΛNIK (pronounced "Anik") is an AI-driven predictive analytics companion for UFC and MMA. It combines a decade-deep historical record, live multi-sportsbook odds feeds, and a stack of independent probabilistic models, exposed through a single conversational interface.
Who built ΛNIK?
ΛNIK is built and operated by Water Pistol, Co., a Delaware corporation. Water Pistol, Co. is not affiliated with, endorsed by, sponsored by, or associated with the UFC, TKO Group Holdings, or Endeavor Group Holdings.
Who is ΛNIK for?
- UFC fans who want answers to statistical and historical questions without digging through spreadsheets.
- Handicappers who want an independent probabilistic read on a fight to compare against the market price.
- Analysts who want to drill into style archetypes, aging curves, or dominance rankings and ask follow-up questions in natural language.
- Bettors who want tool-calling access to odds, closing line value, and prop-relevant dimensions.
Is ΛNIK a sportsbook?
No. ΛNIK does not accept bets, place wagers, or hold any funds. It is a predictive analytics and information platform only. Some outputs include affiliate links to third-party sportsbooks — you are free to use or ignore them.
Is anything ΛNIK outputs "betting advice"?
No. Every prediction, implied probability, and value flag is for entertainment, educational, and informational purposes only. No output should be interpreted as financial, legal, investment, or professional betting advice. Any reliance on ΛNIK outputs is at your own risk.
Data Sources
Where does the fight data come from?
ΛNIK aggregates three independent sources:
- The UFC V3 API — events, fight cards, live-round stats, judge scores, fighter profiles. Refreshed on a cadence tuned to the event (live fights at 1-minute intervals, upcoming fights every 5 minutes, stale events once per day).
- The UFC JSON:API — richer odds content including Don Best lines, Brazil/Latam regional lines, method-specific odds, totals markets, and athlete biographical content (Q&A, strengths, bios, rankings).
- The Odds API — aggregated sportsbook odds from 20+ bookmakers across multiple regions (US, UK, EU, AU), covering moneyline, spread, and totals markets.
All three are loaded into PostgreSQL (one primary database for V3 and JSON:API content, one separate database for Odds API content), indexed with vector embeddings for semantic search, and queried live.
How far back does the data go?
The primary database holds more than a decade of UFC history: ~1,300 events, ~11,600 fights, ~4,300 unique fighters, with per-round strike and grappling stats, judge scores, and odds history.
How fresh are the odds?
Odds from the UFC V3 / JSON:API sources refresh every 5 minutes for upcoming events (and every minute for live events). The Odds API refreshes daily. Sportsbook lines are typically a few minutes behind the books themselves — treat them as a representative sample, not as the price you can immediately take.
Why doesn't ΛNIK have data from Bellator / PFL / ONE Championship?
The current build focuses on UFC. Multi-promotion data collection has been built and previously operated, and can be re-enabled — but the live production system is UFC-only for now.
Predictions and Models
How are predictions computed?
ΛNIK runs multiple independent models against every fight and reports back a probability surface, not a single pick:
- Logistic regression (fast) — near-instant win probability on the fly.
- Bayesian Bradley-Terry models (MCMC) — full posterior distributions, slower but richer.
- Method-of-victory model — Dirichlet-Multinomial breakdown of KO/TKO, submission, and decision.
- Style-archetype clustering — fighters grouped by how they actually fight, independent of weight class.
- Survival analysis — expected fight duration.
- Aging curves — weight-class-specific career trajectories.
- Line-movement analysis — vector autoregression against historical odds movement to detect sharp money.
Each model is independent. Where they converge, read it as strong signal. Where they diverge, read it as higher variance.
What does "closing line value" mean?
Closing line value (CLV) measures whether you bought a price that was better than where the market ultimately settled. ΛNIK compares its own devigged probability to the live market price; when the two disagree meaningfully, the model flags the edge. Betting CLV is widely considered one of the best predictors of long-run betting results.
Should I trust a low-confidence prediction?
No — and ΛNIK is explicit about this. Predictions with wide confidence intervals are telling you the matchup is genuinely uncertain. Treat those as "don't act on this" rather than a directional lean.
What does devigged mean?
Bookmakers build a margin (the vig or juice) into every market so the book always profits long-run. Devigging is the process of stripping that margin out to recover the book's true implied probability. ΛNIK devigs every odds feed before comparing it to its own models.
Why do two models disagree on the same fight?
Because they look at different signals. A model that only looks at market odds will disagree with a model that looks at how two fighters' styles interact. That disagreement is the point — the models are independent priors, and the platform is built to help you evaluate where they converge and diverge.
Using the Platform
How do I get the best answers from ΛNIK?
See the full User Guide. Short version:
- Ask specific, scoped questions.
- Use well-known fighter spellings when possible (nicknames and partial names still work).
- Ask follow-up questions in the same session — ΛNIK keeps conversation context.
- Request the method breakdown explicitly if you only got win probability.
Can ΛNIK access my sportsbook account?
No. ΛNIK is read-only and never authenticates into, holds funds for, or places bets through any sportsbook.
Is my chat history private?
Your chat history is stored in your account database and tied to your user ID. It is not sold, shared, or used for advertising. See the full Privacy Policy for details.
Can I delete my session history?
Yes — you can delete individual sessions from the left sidebar. Deleted sessions are removed from active indices and purged from cold backups within 30 business days.
Can I export my conversations?
Export functionality is on the roadmap. For now, conversations can be copied from the chat panel manually.
Does ΛNIK work on mobile?
ΛNIK is a responsive web app. Mobile support varies by device and viewport — the chat interface works well, but the right-side dashboard panels are best experienced on larger screens.
Pricing
What plans are available?
- Free — a limited number of queries per month, intended for casual users.
- Base — a higher query cap for regular users.
- Plus — the highest cap, for heavy users and analysts.
Plan details, pricing, and switching are available in the billing portal linked from the account menu.
Do unused queries roll over?
No. Query quotas reset at the start of each billing window.
Can I cancel anytime?
Yes. Cancellation happens through the Stripe customer portal. You retain access through the end of the paid period.
Technical and Account Questions
What should I do if ΛNIK gives me a wrong stat?
Report the query and what you expected to see. The team runs ΛNIK on top of an observability platform, and most failures leave traces they can review. You can also reach out at the contact address in the privacy policy.
Why did a tool call fail?
The most common causes:
- A fighter name couldn't be resolved (try the full legal name, e.g. "Conor McGregor" instead of "Mac").
- A model requires statistical data that doesn't exist for a particular older fighter.
- A transient API failure on a third-party odds provider.
ΛNIK will usually acknowledge the failure and tell you what worked and what didn't.
Can I use ΛNIK via API or MCP directly?
Yes. ΛNIK exposes a Model Context Protocol (MCP) server for agentic clients. See the developer documentation in the repository for integration details.
Is ΛNIK open source?
The ΛNIK application is a commercial product of Water Pistol, Co. Portions of the underlying analytics stack may be shared in developer documentation, but the product itself is proprietary.
How ΛNIK Compares to Other Platforms
This section is a work in progress. A detailed, head-to-head comparison of ΛNIK against other analytics, stats, and handicapping platforms is being compiled. Check back soon for the full breakdown, or visit the dedicated Compare page for the structured treatment.
In the meantime, some high-level differentiators:
| Dimension | Many platforms | ΛNIK |
|---|---|---|
| Interface | Dashboard of static charts or spreadsheets. | Conversational — ask follow-up questions in natural language. |
| Output | Single picks or binary win/loss predictions. | Full probability density, method-of-victory breakdown, and confidence interval. |
| Odds | One set of lines, often vigged. | Multi-sportsbook devigged lines cross-referenced against an independent model. |
| Depth | Recent fights, sometimes a limited record. | Decade-deep record with round-by-round stats, judge scores, and odds history. |
| Analysis | Prebuilt charts you may or may not need. | Tool-calling analytics — PySpark, Bayesian, survival, Kalman — surfaced on demand. |
Specific competitor evaluations will be added here once research is complete.