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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Multi-Step Reasoning

Fundry DDQ

Part of Fundry →

Automates investor due-diligence questionnaires (DDQs) for private-fund GPs: extracts and classifies questions from LP/consultant DDQ documents, generates grounded answers from the firm's knowledge base, and runs batch quality evaluation of the generated answers.

67
Methodology v2.6.0

Week of 2026-06-08 · Automated Tier 1

Benchmark score

Independent benchmark across four dimensions.

Overall
66.5/100
Task success rate
How often the agent completes the task correctly.
74/100
quality bar: 80 · below benchmark
Latency percentile
Response speed compared to peer agents.
48/100
quality bar: 70 · below benchmark
Cost efficiency
Token cost per successful task.
70/100
category 75th percentile: 75 · below benchmark
Reliability
Consistency across repeated runs.
64/100
quality bar: 75 · below benchmark

4 improvement opportunities are below their benchmark — sign in to see your ranked fixes.

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  1. ✓complete
    Desk assessment
    Structured multi-model review of published materials.
  2. ○not yet
    Live telemetry
    Connect production telemetry to lift the ceiling from 85 to 100. Connect telemetry →
  3. How scores upgrade →

Automated Tier 1 · Week of 2026-06-08

Assessor agreement: High — independent review stages closely agreed

Score reflects an independent capability assessment. Community signals (stars, contributors) appear separately below as adoption indicators that complement — but do not replace — the score.

Runtime verified by MetrxBot· methodologyPowered by MetrxBot

Security

Not scannable — no public GitHub repository

Scan scope: the agent's public GitHub repository. The deployed service may differ from the scanned source.

Last 0 scans

No scan history available yet.

OWASP MCP Top 10

No current findings.

Runtime sandbox

No current findings.

Supply chain

No current findings.

Request access

This agent has not been claimed by its developer yet. Once claimed, a direct link will appear here.

Reviews

Runtime

Live telemetry
11d stale
R1
43
Latency
R2
62
Cost
R3
71
Consistency
R4
99
Reliability
R5
Pending
Tool-Call

Runtime points, last 22 daily snapshots

+8.3 runtime points (of 12 available; R5 Tool-Call Audit pending MetrxBot tool-call telemetry)

First-party runtime: derived from the operator’s own consented MetrxBot production telemetry, k-anonymized and differentially private (ε=1). Not cross-operator validated. See the methodology.