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9. Recommendation

Contents3 numbered sections

9.1 Winner for offensive generation

Section titled “9.1 Winner for offensive generation”

Why this pair still wins on cost per useful finding:

  • Entry $20 (Abliteration Developer, 2.5% discount) + $0 (OrcaRouter Hacker free) = $20/mo to start, vs Adverserial PAYG with no free tier and $8/$30 CyberKimi (6× output cost).
  • Per-token: Abliteration large-v2 $5/$5 (cached $0.30-0.50) with 1M ctx and vendor-claimed 84.5% CyberGym / 2× ExploitBench; OrcaRouter Zero $3/$5 (cached $0.30) with 98.07% CyberGym L1; Qwen-Uncensored $0.33/$2.40 for triage. Realistic 10M/mo mixed (70% in, 50% cache hit) = $36 Orca Zero + $40-60 Abliteration = $56-80/mo total before sub. Same 10M output-heavy on Adverserial CyberKimi = $200-300+ (output $30/M dominates). Use Adverserial selectively, not for bulk.
  • Zero-retention (Abliteration) + receipts/budgets/roles (OrcaRouter) = cheapest audit-defensible combo without Enterprise contracts.
  • OpenAI-compat all three → one codebase (base_url swap), Promptfoo/Garak/PyRIT/Mastra/OpenCode/Strix + Adverserial Claude/Codex/OpenCode/Hermes configs.

When to pick which generator:

  • Use Abliteration large-v2 when you need uncensored jailbreak/injection/exploit-dev/phishing synthesis with max reasoning and don’t want per-request refusals breaking automation. Best raw cost-per-attack-step.
  • Use OrcaRouter Zero when you need gated, engagement-scoped vuln repro across large repos with compliance reports for regulated clients (banks, infra). Best defensibility-per-dollar. Use Qwen-Uncensored/Free for cheap triage before spending large-v2/Zero tokens.
  • Use Adverserial CyberKimi when you need specialist depth + evidence you can show a client (public CyberGym/ExploitBench transcripts, Sigma/YARA/KQL + IR workflow, 1M ctx, privacy-first claim). Best proof-per-engagement despite $8/$30. Use CyberGLM $4/$15 for cheaper mid-tier drafts while in development.
  • Self-host community abliterated weights (dealignai/GLM-5.3-ABLITERATED-NVFP4, huihui BaronLLM) + vLLM when you have GPU and need $0 marginal cost for lab fuzzing — but add your own logging (no vendor receipts).

9.2 Revised best cost-effective method

Section titled “9.2 Revised best cost-effective method”
  • Daily driver (volume): Abliteration + OrcaRouter. Start every engagement with Qwen-free triage → Abliteration large-v2 for bulk exploit/jailbreak/injection work → OrcaRouter Zero for gated repro needing receipts. Keeps you under $100/mo.
  • Specialist reserve (proof): Adverserial PAYG $25-50 top-up. Invoke CyberKimi only for hard cases: V8-style repro requiring transcript-backed methodology, 1M-ctx log/code hunts, Sigma/YARA/KQL + IR deliverables where you need to cite public benchmarks (86.7% CyberGym, 10/16 assisted V8) and auth-first ToS. Bill through as disbursement + your $15-50k human audit + 15-25% compliance uplift. Never use $30/M output for bulk fuzzing — use $5/M large-v2 or $0.33/M Qwen instead.
  • Math: 1M input + 200K output on Kimi = $8 + $6 = $14 per deep case; same on large-v2 = $5 + $1 = $6; on Qwen triage = <$1. Route accordingly: triage cheap, prove expensive.
  • If client mandates no-logging + DPA/region/air-gap, quote Adverserial Enterprise (dedicated capacity, private weights, SSO) as pass-through — same pattern as Abliteration Enterprise Gateway / OrcaRouter Team.

9.3 Concrete starter stack

Section titled “9.3 Concrete starter stack”
  1. Abliteration Developer $20/mo (large-v2 for exploits, base for multimodal) — scoped ak_ per client.
  2. OrcaRouter Hacker $0 + $30 top-up (Zero for gated repro, Qwen-free for triage, Verify $2/M for AI-content checks) — scoped sk-orca-* per workspace, caps on.
  3. Adverserial PAYG $25 top-up reserve (CyberKimi for hard repro + report-grade evidence, CyberGLM for mid-tier) — named keys per tool, wallet preflight on.
  4. Total fixed: $20/mo + usage ~$30-60/mo + $25 reserve. Charge client $6k-45k per audit per SecurityWall anchor. Margin covers Scale $200 upgrade ($200 credit included, 10% discount) when you hit limits.
  5. Upgrade triggers: need Policy Gateway SIEM with reason codes → Abliteration Enterprise; need Team compliance reports/audit → OrcaRouter Team Custom; need dedicated capacity/private weights/SSO/DPA → Adverserial Enterprise pass-through.

This is the cheapest stack that gives you 1M-context uncensored volume (Abliteration/Orca) + evidence-backed specialist (Adverserial) with zero-retention/no-log claims + receipts.