Private Beta · Join the Waitlist

AI that root-causes failures,
cuts regression cost, and
closes coverage faster

LogikBee is an AI layer on top of your EDA workflow — transforming verification from brute-force test execution into change-driven precision.

Request Early Access See how it works →

70%

Regression reduction

40%

Faster debug cycles

$4M+

Saved per SoC project

// The Problem

Verification is 70% of the design effort — and it's broken

Every design change resets verification. Regressions burn compute, debugging becomes a nightmare, and coverage closure becomes impossible.

$1.5M+

Massive Regression Waste

Engineers run thousands of tests nightly to ensure nothing broke. Blind regressions hit $20K+ per night — with no intelligence about what actually changed.

$3.5M+

Long Debug Cycles

Failures are hard to trace back to the change. Engineers spend days deep-debugging to identify root cause — time paid in salaries, not silicon.

$1M+

Delayed Tape-Outs

Proving complete correctness is slow. Engineers spend months on coverage closure to ensure all corner cases are tested — slipping schedules and budgets.

// Live Demo

logikbee · change-based verification · alu_core.sv

// RTL change detected — triggering change-based verification logikbee.analyze_change("alu_core.sv", commit="a3f9c12") ▶ Mapping cone of influence... 4 affected modules identified ▶ Selecting relevant tests... 12 of 4,800 tests selected (99.7% pruned) ▶ Running precision regression... done in 4m 22s (vs 48hr blind run) ⚠ FAILURE DETECTED → test_alu_overflow_carry [line 142] Root cause: carry chain overflow when A=0xFFFF, B=0x0001, cin=1 Introduced by: commit a3f9c12 · adder_stage refactor · 2h ago ✓ AI fix suggestion generated → apply? [y/n] ✓ Coverage gap analysis: 3 uncovered bins → new stimuli generated ✓ Coverage: 97.4% → 99.1% in 18 minutes

// How LogikBee Works

Change-driven verification intelligence

An AI layer on top of your existing EDA tools — no workflow disruption. Drop it in and instantly work smarter.

Precision Test Selection

LogikBee maps every RTL change to its cone of influence, identifying only the tests that matter. Reduce regressions from thousands of tests to tens — without missing a single relevant failure.

→ Cut regression cost by 50–70%

AI-Powered Root Cause Analysis

When a test fails, LogikBee instantly maps the failure back to the exact RTL change that caused it. No more days of waveform archaeology — root cause in hours, not weeks.

→ 30–70% debug acceleration · Save up to $2.5M

Automated Coverage Closure

AI-generated stimulus targets the toughest uncovered bins directly. Stop throwing random tests at the problem and close coverage with surgical precision.

→ 20–40% faster closure · Save up to $500K

Integrates with your existing EDA stack

Works as an open intelligence layer alongside Synopsys VCS, Cadence Xcelium, Mentor Questa, and Verilator. No rip-and-replace. No workflow disruption. Just intelligence on top.

→ Live in days, not months

// Market Opportunity

A multi-million dollar opportunity in EDA

500–1,000 semiconductor design organizations globally. ~1,500 active chip design projects annually. $10M+ spent per project on verification.

TAM · Total Addressable Market

$15B

Global Verification & Regression Market. Fabless, IDMs, Hyperscalers, and high-growth semiconductor startups.

SAM · Serviceable Addressable Market

$3–5B

High-complexity design projects — AI hardware, CPU, GPU, advanced SoC and IP. ~300–500 active projects/year at $10M+ verification spend each.

SOM · Serviceable Obtainable Market

$30M

Year 1–3: 5–10 pilot partners → 25+ companies → 150 licenses at $200K/license. High-growth semiconductor design teams.

// Pricing

Start free. Scale with your team.

Transparent per-seat pricing. No hidden compute costs. Cancel anytime.

Starter

Free

For individual engineers exploring AI-driven verification

Up to 3 RTL designs
Basic change impact analysis
10K test selections/month
Community support
Root cause analysis
Coverage closure AI
EDA tool integration

Get started free

Built by someone who lived the problem

Founder & CEO

Zoya Ahmed

Former Team Lead, Siemens EDA

✓ Researcher — AI in Hardware Verification

✓ EDA Specialist

✓ Verification Engineer

"I am building LogikBee because I've lived the Verification pain; I've built EDA; and I know exactly where the legacy EDA fails. I've spent the last 8 years mastering EDA, Verification and AI to build a product that will revolutionize the way Verification works."

// Early Access

Test rapidly, debug instantly,
and finish fast.

Join verification engineers from Marvell, Synopsys, Siemens EDA and Apple already shaping LogikBee.

Join Waitlist →

No spam. No commitment. We'll reach out when your spot is ready.

AI that root-causes failures,cuts regression cost, and closes coverage faster