Pains · The six problems we solve today

Six pains.
One engine.

Every workflow on this page is backed by the same deterministic, local-first, structural retrieval engine — sub-millisecond P99, $0 per query, no LLM in the read path. Pick the pain that costs your team the most this week. Click in for the side-by-side math, the auditor-grade evidence pack, and the install commands you can paste into your repo today.

🔴 Tier S · Burning markets

The three pains we lead with.

FLAGSHIP
#1 · SAST Noise →

Kill 70% of your SAST queue.

Snyk and Checkmarx return 47,000 findings. Reachability proofs cut that to 89 actually exploitable. Without replacing your existing SAST tool.

Buyer: CISO · Pain 10/10 · TAM $2-3B · Cycle 30-60 days
#2 · Compliance Audit Prep →

Audit prep in 5 minutes, not 5 weeks.

HIPAA · SOC 2 · PCI-DSS · FedRAMP · SOX 404. Deterministic data-flow proofs auditors accept as-is. Complement to Drata / Vanta / SecureFrame.

Buyer: GRC / CISO · Pain 9/10 · TAM $5-10B · Cycle 6-12 months
#3 · Agent Token Burn →

Stop burning $1,350/month per agent.

~150× token reduction on grep+read+summarize loops. Sub-millisecond. MCP-native. Drop-in for LangChain · OpenAI Agent SDK · Claude · Anthropic.

Buyer: Dev / AI eng · Pain 10/10 · TAM $1-2B · Self-serve
🟠 Tier A · Enterprise & engineering velocity

The next three pains we close in 2026.

SOON
#4 · M&A Code Due Diligence →

Deal-defining DD on a one-week clock.

Tech debt quantification, dead code, security posture, architecture clarity for any acquisition target. Engagement-priced, repeatable, no permanent presence required.

Buyer: PE fund / Big4 advisor · Pain 9/10 · TAM $500M-1B · $25-50K / engagement
SOON
#5 · Refactoring Fear →

Know every caller before you rename anything.

Find-all-callers and blast-radius proofs across any codebase >100k LOC. Local-first, deterministic, auditable. The fix for "we touched chargeUser() and three downstream services broke in prod."

Buyer: Senior dev / Tech lead · Pain 9/10 · TAM $700M-1.5B · Indirect via Pro / Team
SOON
#6 · New-Hire Onboarding →

From day-zero to first PR, in days.

Code-tour, naming conventions, architecture briefing, hub-function map — all delivered to the new engineer's IDE on day one. Cuts the typical 6-month ramp to under 6 weeks.

Buyer: Eng manager / VP Eng · Pain 8/10 · TAM $500M-1B · Enterprise tier
🟡 Tier B · Rich niches, specialised buyers

Pains 7-9 — high WTP per customer, smaller TAM.

SOON
#7 · Safety-Critical Certification →

DO-178C · ISO 26262 · IEC 62304.

Avionics, automotive, medical-device firmware. Regulator-driven traceability matrices, requirement-to-code mappings, and reachability proofs that satisfy DAL-A / ASIL-D / Class C audits.

Buyer: Safety engineer · Pain 9/10 · TAM $1-2B · $200K-2M / program
SOON
#8 · Smart Contract Reachability →

Brand-amplifying. Million-dollar exploits prevented.

Solidity / Vyper / Move / FunC reachability proofs for audit firms, DeFi protocols, exchanges. Each prevented exploit becomes a viral case study.

Buyer: Audit firm / DeFi protocol · Pain 10/10 · TAM $100-300M · Brand wedge
SOON
#9 · Pen Test Triage →

Pen-test report → triaged action list in one pass.

Engagement-priced, recurring annually. Take a 200-page pen-test report, attach reachability proofs to every finding, drop the unreachable ones. Same workflow as Anti-SAST applied to manual pen tests.

Buyer: AppSec lead · Pain 7/10 · TAM $300-600M · $5-15K per engagement
🟢 Tier C · Adjacent markets, bundled or competitive

Pains 10-13 — middle-of-the-pack TAM, real but not burning.

#10 · Agent Hallucinations →

Stop your agent inventing function names.

Bundled with #3 (Token Burn). The Precision Layer (symbol_exists, resolve_member) gives the agent zero-cost facts before it commits to a hallucinated identifier. See /for-agents for the full pitch.

Bundled feature · Pain 8/10 · Bundled TAM (rolled into #3)
SOON
#11 · Dead Code in Monoliths →

Find what's safe to delete. With proof.

Functions with zero callers. Configs nobody reads. Routes nobody hits. Reachability-graded so deletion is fearless. Bundles cleanly with Anti-SAST and Refactoring Fear.

Buyer: Tech lead / Eng manager · Pain 7/10 · TAM $300-700M · $20-100K per cleanup
SOON
#12 · Monolith → Microservices →

Where to draw the seams.

Community detection over the call graph proposes service boundaries. Lists every cross-boundary call so you know exactly what becomes an API. One-shot decision; high WTP for the assessment, no recurring revenue.

Buyer: VP Eng / Architect · Pain 8/10 · TAM $200-400M · $15-30K per assessment
SOON
#13 · dbt Column Lineage →

SQL transformation graph for data teams.

Trace every column through every dbt model, view, and downstream BI tool. Compete-against-the-incumbents play (Atlan / Alation / Collibra) — we win on local-first determinism and zero-cost queries.

Buyer: Data eng / Analytics lead · Pain 7/10 · TAM $500M-1B · Red ocean entry
🔵 Tier D · Brand > revenue

Pain 14 — small TAM, infinite reputational upside.

#14 · OSS Backdoor Detection →

XZ-style supply-chain attacks. Caught.

Diff your local clone against the upstream tarball. Calibrated against CVE-2024-3094, the tj-actions backdoor, and Trivy attack vectors. Run before every CI build. Free for OSS, paid for foundations & large orgs.

Buyer: OSS maintainer / SecOps · Pain 9/10 · TAM $20-100M · Strategic brand wedge
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