Core Concepts

Understand debate modes, agent personas, scoring, convergence, and how AskVerdict's multi-agent system works under the hood.

3 min readUpdated Feb 24, 2026
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A deeper look at how AskVerdict's multi-agent debate engine works.

Debate Lifecycle

Every debate follows this lifecycle:

plaintext
pending → running → completed
                  ↘ failed
  1. Pending — Request received, queued for processing
  2. Running — Agents are actively debating
  3. Completed — Verdict delivered successfully
  4. Failed — An error occurred (provider timeout, invalid input, etc.)

Debate Modes

Fast Mode (1 credit)

Single-round debate. Each agent makes one argument, the judge delivers a verdict. Best for:

  • Simple yes/no decisions
  • Quick sanity checks
  • High-volume batch processing

Balanced Mode (3 credits)

Multi-round debate with cross-examination. Agents argue, rebut, and the judge weighs all evidence. Best for:

  • Important business decisions
  • Comparing multiple options
  • When you need confidence in the reasoning

Thorough Mode (8 credits)

Extended debate with research, multiple rounds, and deep analysis. Includes convergence scoring to measure how much agents agree. Best for:

  • Critical strategic decisions
  • Complex multi-factor analysis
  • Investment or hiring decisions

Agent Personas

Pro Agent

Builds the strongest possible case for the proposition. Presents evidence, analogies, and logical arguments supporting the affirmative position.

Con Agent

Builds the strongest possible case against the proposition. Identifies risks, counterarguments, edge cases, and potential downsides.

Judge Agent

Neutral arbiter that:

  • Weighs the strength of each argument
  • Identifies logical fallacies
  • Considers evidence quality
  • Delivers a structured verdict with confidence score

Scoring & Confidence

The confidence score (0–100) reflects how clear-cut the decision is:

ScoreMeaning
80–100Strong consensus — one side clearly stronger
60–79Moderate lean — arguments favor one side but with caveats
40–59Close call — both sides have strong arguments
20–39Lean against — but significant counterpoints exist
0–19Strong opposition — overwhelming evidence against

Convergence Scores

In Thorough mode, AskVerdict tracks convergence — how much the Pro and Con agents come to agree over multiple rounds. High convergence suggests the answer is clear; low convergence means genuine uncertainty.

BYOK (Bring Your Own Key)

With a BYOK subscription, you supply your own AI provider keys:

  • OpenAI — GPT-4o, GPT-4o-mini
  • Anthropic — Claude 3.5 Sonnet, Claude 3 Opus
  • Google — Gemini Pro

BYOK keys are passed via the X-Provider-Keys header and are never stored. They exist only in memory for the duration of the request.

bash
curl -X POST https://api.askverdict.ai/v1/verdicts \
  -H "Authorization: Bearer vrd_your_api_key" \
  -H "X-Provider-Keys: openai:sk-..." \
  -H "Content-Type: application/json" \
  -d '{"question": "...", "mode": "thorough"}'

Credits & Billing

PlanCreditsFeatures
Free10 on signupAll modes
Pro500/month ($29/mo)All modes, decision matrix, evidence engine, 25 seats
BYOKUnlimited ($19/mo)All modes, own API keys
BYOK ProUnlimited ($39/mo)Decision matrix, convergence, heatmaps, file upload, 10 seats

Credit packs are also available: 100 credits ($4.99), 500 credits ($19.99), 2000 credits ($59.99).

Next Steps

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