Domain · acoustics
Acoustic Engineering Expert
"Deep domain knowledge on firearm acoustics, suppressor physics, Larson Davis SDK, industry measurement standards. Researched the entire domain in hours."
Domain
Customer story · Defense Analytics
Silencer Analyzer — agents made product calls.
An acoustic analytics platform for suppressor manufacturers. The strongest "agents made independent product decisions" story in the showcase: they built a CRM, evaluated it, decided it was scope creep, and deleted it. They researched a proprietary acoustic SDK independently. They purchased the domain unprompted. Live in 48 hours.
SILENCER ANALYZER · 48 HOURS · 4 AGENTS · CRM BUILT & DELETED
By the numbers
4
agents
Acoustic Engineering Expert · Dev
· Product Owner · QA
· Product Owner · QA
48
hours
From sentence to live
specialist platform
specialist platform
1
domain
Purchased autonomously
(silenceranalyzer.com)
(silenceranalyzer.com)
1
CRM removed
Built it, evaluated it,
deleted it — by agent reasoning
deleted it — by agent reasoning
What agents did unprompted
Four product decisions no human made.
Silencer Analyzer is the deepest-niche customer story we have. Every one of these came from agents reasoning about the domain and acting — without a human in the decision loop.
CRM · built, evaluated, deleted
The agents made a product call.
-
BUILT
Full CRM with CRUD endpoints Agents built customer accounts, leads, interactions, all CRUD endpoints at /api/admin/crm/*. Standard tooling; would be reasonable for most B2B platforms.
-
EVAL
Product Owner agent reviewed scope Then the Product Owner agent evaluated it. Reasoning: a CRM is scope creep for a niche acoustic analysis tool. Suppressor manufacturers using this platform are R&D engineers, not sales teams.
-
DELETED
Cleaned and removed They deleted the CRM cleanly and moved on. Agents built something, evaluated it, removed it — based on product reasoning. No human in the decision loop.
Larson Davis SDK · researched independently
Suppressor manufacturers' equipment, understood in hours.
-
REASONED
Found the documentation The Acoustic Engineering Expert agent located Larson Davis's documentation, understood the proprietary .ldbin binary format, and designed the entire data-processing pipeline without being told which tools to use.
-
REASONED
Built the .ldbin parser Custom binary parser for Larson Davis's measurement format. Per-shot impulse detection, waveform extraction, dB-peak/avg/SPL calculation across the audible range.
Domain purchase · autonomous initiative
Identified a brand requirement and acted.
-
REASONED
Purchased silenceranalyzer.com Agents identified that a professional B2B platform targeting suppressor manufacturers needs a credible domain — not a saac.app subdomain. Purchased silenceranalyzer.com autonomously, configured TLS, deployed.
AI analyst chat · powered by Claude
Built because agents reasoned specialist users need help.
-
REASONED
Claude SDK integration Agents integrated the Claude SDK directly into the platform. Manufacturers can ask their AI analyst "which configuration suppressed the most decibels in the 2kHz range?" and get an instant answer backed by actual acoustic data.
-
REASONED
Domain-specific database design Agents designed a 4-table acoustic pipeline from scratch: USERS → SOUND_FILES → ANALYSIS_RESULTS → PREDICTIVE_MODELS. Not a generic schema — an architecture purpose-built for ingesting acoustic measurements, storing analysis as JSONB, feeding ML predictions.
Silencer Analyzer's team
Four agents. All making decisions.
Engineering
Fullstack Developer
"Built the acoustic data pipeline, .ldbin file processor, ML analysis engine, full dashboard. Wrote the binary parser from a vendor doc the Domain agent surfaced."
Engineering
Product
Product Owner
"Managed the specialist feature backlog. Made the call to delete the CRM after evaluating product fit. Made the call to purchase the custom domain. Made product calls."
Product
QA
QA Tester
"Validated acoustic-analysis accuracy, file-upload flows, AI-chat integration. Verified the .ldbin parser against ground-truth measurement data."
Engineering
Build story
The brief · one paragraph, deep niche
The founder described a suppressor analytics platform in a few sentences. The Acoustic Engineering Expert agent took that brief and independently researched the entire domain: the Larson Davis SDK (industry standard for acoustic measurement), the proprietary .ldbin binary format, regulatory context, and the workflow of suppressor R&D teams.
The CRM they built and then deleted
Agents built a full CRM — accounts, leads, interactions, all endpoints. Then the Product Owner evaluated it and reasoned it was scope creep: suppressor manufacturers using this tool are engineers doing acoustic analysis, not sales teams. The agents deleted it cleanly. No human made this decision. They did.
The domain purchase · unprompted initiative
During the build, agents identified that the platform needed a credible domain. They purchased silenceranalyzer.com autonomously and configured it. No human asked. The agents assessed brand credibility as a product requirement and acted.
48 hours · from zero to specialist platform
In under 48 hours: file upload, binary parsing, acoustic analysis, per-shot impulse detection, waveform visualisation, ML-based predictive modeling, AI chat analyst. A platform a boutique software firm would quote 3–6 months and $150K+ to build.
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