Application security
Auth flows, input validation, crypto misuse, session handling, secure coding patterns, and threat-model surfaces across the app layer.
Security That Suits You
Run the harness locally with advanced AI. No GPU required. No token limits. MoE specialists cover code domains, frameworks, latest CVEs, library vulns, supply chain attacks, and coding best practices. Your source never leaves. No GitHub access required.
Everyone else wraps a general model in agents. TriVault runs dedicated U.S. security models for each domain, then spins agents only for deeper dives so findings stay correlated without drowning in noise.
Language & framework models profile the stack
Domain models dig into secrets, APIs, cloud, and more
Spun-off agents chase high-signal threads
Unified findings with remediations
Auth flows, input validation, crypto misuse, session handling, secure coding patterns, and threat-model surfaces across the app layer.
Deep maps across major languages and frameworks: idioms, dangerous APIs, misconfigurations, and framework-specific failure modes.
Dependency risk, version-keyed library vulns, advisory consumption, transitive exposure, and poisoned package patterns.
Deploy misconfigs, cloud posture, IAM drift, container hardening, and Kubernetes attack surface across major providers.
Credential and secret sprawl, API leakage, CORS and token misuse, session/CSRF pitfalls, and vault migration paths.
Database misconfig, injection classes, SSRF/XXE/deserialization, unsafe uploads, and logic flaws that scanners rarely catch.
Coverage spans languages, frameworks, cloud, identity, supply chain, data, and the methodologies security teams already operate by. Specialist American models go deep across that surface. Agents spin up only when a thread needs further pressure.
General models are built for breadth, not disciplined AppSec. The harness stays local, specialized, and under control.
Source becomes their payload. You trade IP for analysis.
General-purpose stacks burn compute on noise instead of security signal.
Deep recursive scans collide with budgets and context windows.
Latest vulns, lib versions, and domain specifics get diluted or missed.
They get lost in the noise instead of targeting how real code fails.
One model tries to do everything. Security needs dedicated expertise.
Frontier stacks spin up nested agents that sprawl cost, scope, and risk. The TriVault harness keeps routing intentional.
Enforced code standards with real AI experts. No mini agents with soft instructions. Extreme models with thorough depth that can run without massive GPUs.
Synced continuously with the latest threats. Millions of code domains, frameworks, CVEs, and library vulns-by-version baked into specialist models and DBs. Routed locally as they scan.
Join waitlistLightweight local models run on CPU. Laptops, workstations, on-prem, VMs, VPS, or your own cloud. Scan as deep and as often as you want. No context window, no per-token bill.
Simple local deploy. No repo OAuth. No uploading your tree. Models land on your machine and go to work.
One local session. Point at a path, run deep passes, review remediations on the same machine. Secrets that leak into code stay local. Nothing uploads.
Aim the harness at any project directory. No OAuth. No upload.
Recursive passes over tree, config, history, deps, and secrets. Unlimited tokens.
Findings and remediations stay on-box. Leaked secrets never leave for analysis.
Static cloud scanners lack depth. Frontier agents burn tokens, most local models need GPUs, and both risk leaking IP. The harness stays local and specialized, with American-built models.
TriVault runs U.S.-origin models. No foreign model providers. Your security stack should not depend on unknown overseas weights or hyperscaler backends.
| Capability | TriVault | Generic cloud scanners | Frontier LLMs |
|---|---|---|---|
| Source code | ✓ Stays on your machine | ✗ Uploaded to their servers | ✗ Uploaded for agent context |
| Analysis depth | ✓ Local recursive MoE specialists | ✗ Static rules, forced checks | ✗ Generalists lost in noise |
| Hardware | ✓ CPU / RAM. No GPU required | ✗ Their remote infra | ✗ Hefty GPUs or remote APIs |
| Tokens / cost | ✓ No token limits | ✗ Seat / scan quotas | ✗ Metered tokens and windows |
| Deploy model | ✓ Simple local harness | ✗ SaaS account required | ✗ API endpoints, opaque backends |
| Privacy & sovereignty | ✓ On-box. American models only | ✗ Vendor cloud, weak IP control | ✗ Unknown hyperscalers. Little privacy respect |
| Repo access | ✓ Any local path. No OAuth | ✗ Upload or connected remotes | ✗ Paste, sync, or GitHub OAuth |
| Model origin | ✓ U.S. models. No foreign weights | ✗ Opaque vendor stack | ✗ Often mixed or undisclosed origins |
Transparent on who you deal with: real human American support, and only American citizens as employees. No offshore ticket queues. No foreign staff on your account.
Beyond the AI Harness, TriVault is an all-in-one security vendor. Use us as a managed services partner — pick individual packages or run the full suite. Building blocks that suit how your organization actually operates.
Hardened endpoint protection that combines anti-malware, anti-ransomware, and exploit defense into one managed service.
Real-time analytic detection, automated containment, and deep forensics. Privacy-first EDR since 2018.
Explore TriVault EDRShared threat analysis across the TriVault network so a hit against one client informs prevention for the rest.
Remote monitoring, rapid response, and patching options that deploy quickly into existing environments.
24/7 network and machine analysis with preventative tooling and human operators — software plus people, not one or the other.
Protect sensitive records — SSNs, payment data, formulas, ledgers, and anything else you need kept inside the org.
Security suites for phones and tablets so mobility doesn't become the weakest link in the estate.
Credential hygiene and vaulted access for teams that need strong secrets without friction.
Controlled file handling for sensitive documents and regulated workflows.
Operational views tailored to how your security and IT teams actually work.
Hands-on security consulting to design, harden, and operate the stack that fits your business.
Bundle packages into a managed services relationship — or start with one and grow.
Talk to managed servicesJoin the waitlist for local MoE code security, explore TriVault EDR, or contact us for managed security packages — all-in-one vendor options separate from our AI business.