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Heimdallm
Marketplace/Model library
ConvaiReleased Sep 18, 2026

Convai: Laya

convaiinnovations/layaHugging FaceDecisionscalibrated-decisionsclassificationguardrailslayamoderationreinforcement-learningrlcdroutingscoringsystem-onetext-classification

Input
$0.0042
Per million input tokens
Context
512
Largest endpoint
Question types
choice, score, noul
Declared across endpoints
Questions per request
64
Largest endpoint
Options
about 19 options
Shared token budget per question
Modality
Text → Decisions
textdecisions

Providers

Live endpoints for this model. Response is the time from request to result; uptime is measured over the last day and week. Nothing here streams, so there is no first token to time and no token rate to report.

ProviderContextInputResponseCapacityUptime 1dUptime 7dHealthData
ImpCCfp1690% offCA512$0.0042163ms30m1/1 free100.0%100.0%HealthyZDR

Pricing

USD per million input tokens.

ProviderInput
ImpCCfp1690% off$0.0042

Price history

Input price · USD per million tokens

Performance

Percentiles cover the labelled window: the last 30 minutes when it has enough samples, otherwise the last day. Response is the time in seconds from request to result. This model answers whole rather than streaming, so there is no first token to time and no rate between tokens to report — response time is the whole measurement there is.

ProviderResponse p50p75p90p99
ImpCCfp16163ms30m836ms1.45s1.45s

Uptime

Share of successful requests and probes over the last day and week.

  • ImpCCfp16
    1d 100.0%7d 100.0%Healthy

Availability by hour · last 7 days

Share of successful requests and probes per hour and provider. The line spans hours with nothing to measure; where samples are sparse, a dot marks each hour actually measured.

Activity

Tokens judged per UTC day over the last 30 days. Every billed request counts, the platform's own paid probe traffic included.

Tokens judged520.1Klast 30 days
Quickstart
import { TypeSafeClient, choice } from "@typesafe-ai/sdk";const client = new TypeSafeClient({  baseURL: "https://api-staging.heimdallm.com/api",  apiKey: process.env.HEIMDALL_API_KEY,});const reply = await client.systemOne({  model: "convaiinnovations/laya",  state: "We were billed twice. Please refund the duplicate charge.",  questions: { dept: choice("Which team?", {    billing: "Invoices and refunds",    engineering: "Bugs and outages",  }) },});console.log(reply.answers.dept);

Set HEIMDALL_API_KEY to a key from your account. See the quickstart for routing suffixes and provider preferences.

About

Multilingual, non-autoregressive System 1 decision model. Give it a state (text, email, ticket, or JSON) and typed questions; it returns typed answers with mathematically calibrated probabilities in a single forward pass (33 ms) across 100+ languages. Trained with reinforcement learning against strictly proper scoring rules (RLCD), so reporting honest probabilities is the only way to maximise reward. It never generates text, so there is nothing to parse and nothing to hallucinate.

Author
Convai
Family
convaiinnovations/laya
Parameters
—
Licence
apache-2.0
Size
421M parameters, F16 weights
Tokenizer
—
Available until
—

From the model card

What the repository states about these weights, read from convaiinnovations/laya on Oct 9, 2026.

Languages
—
Papers
—
Datasets
—
Revision
7b928d8Oct 3, 2026
Downloads
41.5K
Likes
5.4K
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