Qwen3.6-35B-A3B vs Truleo

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-10
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At a glance

DimensionQwen3.6-35B-A3BTruleo
PricingFree (Apache 2.0)Paid per-user fee
Target AudienceDevelopers and researchersLaw enforcement agencies
Key FeatureAgentic coding and multimodal reasoning with MoEAutomated intelligence briefings from siloed data
DeploymentOn-premise (Docker, Hugging Face)SaaS, FBI CJIS compliant
Reporting & AnalysisCode generation, tool calling, math, visionReport writing (40→7 min), jail call, BWC analysis
IntegrationsHugging Face, GitHub, Docker, vLLM, OllamaRMS, CAD, jail call, BWC, OSINT, LPR
Qwen3.6-35B-A3B
Qwen3.6-35B-A3B

Open-weight 35B Mixture-of-Experts model with ~3B active parameters for local agentic coding and reasoning.

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Truleo
Truleo

Truleo is law enforcement case intelligence software that searches jail calls, RMS, CAD and 140+ OSINT sources to rank case solvability.

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Pricing
Free
Paid
Plans
$0
$50/user/mo
$200/user/mo
$250/user/mo
$100/mo per connected application
Popularity
24 views
7.4k views
Skill Level
Advanced
Intermediate
API Available
Platforms
APIWebCLI
Web
Categories
⚛️ Foundation Models & LLM APIs
📊 Data & Analytics
Features
Mixture-of-Experts architecture with 35B total and roughly 3B active parameters per token
Agentic coding and autonomous tool calling for multi-step workflows
Multimodal reasoning pairing text with vision when an optional vision encoder is attached
Throughput comparable to a dense 3B model despite the larger parameter count
SSD-streamed MoE execution on 16 GB Macs including M1 Pro
Quantized GGUF and AWQ builds for reduced memory footprint
Docker-based inference servers for quicker local setup
Direct Python integration through the Qwen framework
Fine-tuning support for domain-specific customization
Multilingual support across English, Chinese and other languages
Context support up to 32K tokens
Open weights published on Hugging Face and GitHub
Optimized for consumer GPUs such as the RTX 4090
Self-hosted deployment with no per-token API fees
Unified search across RMS, CAD, jail calls, cell phones, LPR, BWC and 140+ OSINT sources
Ranked case solvability scores (vendor example: 8.5/10) to triage which cases to work first
Jail call intelligence that flags key statements and detects inconsistencies in inmate communications
Automated case intelligence briefings with new leads and investigative next steps
Report writing from department templates (vendor cites 40 min down to 7 min per case)
OSINT research searching 140+ databases simultaneously
Real-time BOLO and wanted persons list maintenance pushed before and during shifts
Monitoring of CAD, camera feeds, sensors and real-time alerts
Body-worn camera analysis and redaction (Command tier)
Cell phone dump and license plate reader (LPR) analysis (Investigations tier)
Automated interviews (Investigations tier)
Policy creation, budget planning, department briefings and performance reviews (Command tier)
Grant research and writing, plus ALPR audits (Command tier)
Connector-based data ingestion from any agency system regardless of vendor or format
Crime analysis: digital footprint analysis, lead development, case linking, pattern and network analysis
Integrations
Hugging Face
GitHub
Docker
vLLM
llama.cpp
Ollama
Evidence.com

What real users say: Qwen3.6-35B-A3B vs Truleo

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

Qwen3.6-35B-A3B

39 mentions across 3 sources · 84% positive (averaged across 3 sources)

Hacker News, Product Hunt, Lemmy

What users praise

  • • Runs 50-90 tok/s on consumer hardware like M1 Pro and RTX 3090.
  • • Apache 2.0 license permits commercial use, modification, and redistribution.
  • • Strong agentic coding and tool calling capabilities praised by the community.
  • • Multimodal reasoning often comparable to much larger dense models like Claude Opus.

What frustrates them

  • • MoE architecture may be less accurate than dense 27B for deep reasoning.
  • • Quantization quality is critical—poor quants degrade output noticeably.
  • • Vision encoder required separately for multimodal tasks.
  • • Low-end GPUs (e.g., GTX 1060) achieve only 11 tok/s.

Researched Jul 3, 2026

Truleo

No verifiable community signal. We scanned public discussion on Oct 7, 2026 and found posts matching the name “Truleo”, but could not establish that they are about this product rather than something else sharing its name. Rather than publish a score built on the wrong subject, we publish none.

Who should pick which

  • Police detective
    Pick: Truleo

    Truleo automates lead generation from siloed data (jail calls, BWC, RMS), reducing manual search and report writing time. It's built for law enforcement with CJIS compliance.

  • AI researcher exploring MoE
    Pick: Qwen3.6-35B-A3B

    Qwen3.6-35B-A3B is free, open-source, and showcases sparse MoE with 35B total/3B active, ideal for studying efficiency and performance.

  • Command staff (police chief)
    Pick: Truleo

    Truleo provides real-time briefings, policy review, budget analysis, and department performance reviews tailored for law enforcement leadership.

  • Startup building agentic coding tools
    Pick: Qwen3.6-35B-A3B

    Qwen's agentic coding and tool calling, plus permissive Apache 2.0 license, make it suitable for commercial products without licensing fees.

  • Corrections intelligence analyst
    Pick: Truleo

    Truleo's jail call analysis and key statement extraction are specifically designed for corrections departments to surface intelligence.

Frequently Asked Questions

Can Truleo be used for non-law enforcement purposes?

No; Truleo is built exclusively for law enforcement and is not suitable for corporate security or healthcare.

Is Qwen3.6-35B-A3B ready to use out of the box?

No; it requires setup via Docker or Hugging Face. It is not a turnkey chatbot.

Does Truleo offer a free tier?

No; Truleo is paid per-user. There is no free tier.

What hardware do I need to run Qwen3.6-35B-A3B locally?

A consumer GPU with sufficient VRAM (e.g., 24GB) can run inference due to only 3B active parameters.

Can Truleo integrate with my existing CAD/RMS?

Yes; Truleo integrates with RMS, CAD, jail call systems, body-worn cameras, OSINT, cell phone forensic tools, LPR, and social media.

Does Qwen3.6-35B-A3B support vision tasks?

Yes; it supports multimodal reasoning via a vision encoder, though it is text-first by default.

Is Truleo CJIS compliant?

Yes; Truleo is FBI CJIS compliant.

Can I fine-tune Qwen3.6-35B-A3B for custom tasks?

Yes; it supports fine-tuning thanks to its Apache 2.0 license.

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Last reviewed: July 3, 2026