MachAI · AI‑Native EDA Suite

AI‑Native EDA Tools
for Chip Design.

MachAI builds AI‑native software that turns signoff data into decisions — starting with MachAI Lens for timing signoff, and expanding into QoR analytics, regression intelligence, and design triage workflows for STA and PD teams.

See signoff health instantly: WNS, TNS, violations across MMMC.

Prioritize fixes fast: worst clocks, corners, and failure patterns — ranked for triage.

Built for STA and PD engineers: high‑signal summaries and fast iteration.

Book a Demo View Suite

STA / Timing Closure Physical Design (PD) PrimeTime + Fusion Compiler Sanitized reports OK

MachAI Lens · Timing Review

WIP

Setup/Hold KPI pills Constraints summary table Per-clock breakdown

WIP UI preview · optimized for fast triage, not buzzwords

Capability Matrix

Traditional vs. MachAI Lens

A quick side-by-side view of what changes when signoff review becomes an evidence-linked, AI-native workflow — built for STA and PD teams.

Capability Matrix

Traditional EDA Flow → MachAI Lens Flow

Feature	Traditional EDA Flow	MachAI Lens Flow
Data ingestion	Strictly structured inputs (timing reports, netlists).	Multimodal: structured (.rpt, .def) + unstructured (logs, hand-off notes).
Cross-correlation	Manual: engineers must “remember” a layout or flow issue while scanning reports.	Automated: link engineering notes (e.g., “Metal‑3 congestion”) to regressions with supporting evidence.
Root cause	Days of tool fighting and manual log parsing.	Natural-language probing: “Why did this block fail after yesterday’s run?” → ranked explanations and what to fix first.
Decision speed	Weekly “static” status meetings.	Real-time: daily signoff health and regression alerts — tied to the deltas that matter.

Evidence-linked triage Regression explanations STA + PD workflows

The MachAI Suite

Multiple tools, one mission: ship silicon faster.

MachAI is an AI EDA software company. Our flagship product, MachAI Lens, delivers signoff triage and regression intelligence — and is built to grow into a suite of chip design workflows.

MachAI Lens

Available

Timing signoff intelligence: unified MMMC health, ranked blockers, and actionable triage.

• Timing Review cockpit (WNS/TNS/violations)

• Per‑clock breakdown and ranked issues

• Evidence-first deep dives

Lens Compare

In product (WIP)

Regression intelligence across builds and scenarios — explain deltas and prioritize fixes that move QoR.

• Build vs build comparison

• Scenario analyzer and deltas

• Top regressions + evidence links

Timing Explorer

In product (WIP)

Path-level triage for STA and PD: go from worst clocks to worst paths to actionable details.

• Top paths and failure patterns

• Net segments / evidence drill-down

• Faster “why did it break?”

MachAI Lens modules

STA signoff & PD insights

Timing Review

Unified WNS/TNS/violations and per-clock breakdown across MMMC.

Timing Explorer

Top paths, net segments, evidence links, and suggested root causes.

Lens Compare

Baseline vs candidate deltas for fast regression triage and QoR decisions.

Scenario Analyzer

Clock × scenario stress matrix with derived insights for MMMC signoff.

Corner Sensitivity

See which PVT/voltage/temp slices drive worst margins—prioritize fixes with confidence.

Synopsys-first wedge STA + PD focus Evidence-linked workflow

Who it's for

Built for STA and PD teams.

STA / Timing engineers

MMMC triage in minutes: see what’s failing, why it matters, and what to fix first.

Physical Design (PD)

Focus ECO cycles on the clocks and paths that move WNS/TNS — not noise across corners.

CAD / Methodology

Standardize signoff review with a consistent cockpit and evidence-linked workflow across teams.

Engineering managers

A readable view of signoff health and regression risk — without digging through reports.

The problem

Chip signoff shouldn’t be report archaeology.

Modern MMMC signoff can generate thousands of violations across corners, modes, and clocks. Engineers lose days triaging reports — often chasing noise instead of the true blockers.

Noisy MMMC output

Thousands of violations across corners can hide the few paths that actually block signoff.

Manual triage

Teams jump between reports and scripts to isolate the same recurring failure patterns.

Slow decisions

Without clear ranking, it’s hard to decide what to fix first — and why.

The result

Transforming Chaos into Clarity

Collapse thousands of MMMC violations into a single actionable view.

Noise removed Unified scenario True blockers first

Unified view

Consolidated scenario view to prevent “false blockers” from hijacking triage.

Faster prioritization

Rank the worst clocks/paths first so fixes move the needle immediately.

Clear signoff health

Track WNS/TNS/violations in a way that’s readable for engineers and managers.

Platform

Design Intelligence.

MachAI Lens focuses on Synopsys timing reports from PrimeTime and Fusion Compiler. We normalize MMMC data, rank issues by impact, and present a single cockpit engineers can act on — including Timing Review, Timing Explorer, and Lens Compare (Scenario Analyzer + Build Comparison).

Connect reports

Upload or point to PT/FC timing reports from your flow.

Parse + rank

Normalize MMMC corners and rank violations by impact to closure.

Act with clarity

See signoff health KPIs and focus fixes on true blockers first.

PT reports FC reports MMMC triage

MachAI Lens

A signoff cockpit built for STA + PD engineers.

MachAI Lens is designed to reduce triage time and help teams decide what to fix first — with a clear view of signoff health.

Timing Review

Instant WNS/TNS/violations health for setup/hold — with high-signal summaries.

Timing Explorer

Drill into worst paths and evidence quickly — without hunting across reports.

Lens Compare

Compare builds and scenarios to explain regressions and prioritize fixes that move QoR.

Scenario Analyzer

Collapse MMMC chaos into a unified view and highlight the most sensitive clocks.

Synopsys-first

Built specifically for PrimeTime and Fusion Compiler signoff workflows.

Security roadmap

Demos can run on sanitized reports. VPC / on-prem options available as the product matures.

Visual Dashboard

Timing Review (WIP preview)

Setup/Hold KPIs Constraints summary Per-clock breakdown

A single screen engineers can trust: quick health KPIs, ranked summaries, and a per-clock view to prioritize fixes fast.

Fast triage

See the failing type (setup/hold) and severity immediately.

Ranked signal

Focus on what blocks signoff, not noise across corners.

Per-clock clarity

Identify the clock domains driving margin loss.

Current Scope

Supported Tools

Synopsys PrimeTime (PT) & Fusion Compiler (FC)

Input

Timing reports (signoff / MMMC) from PT/FC

Output

Unified timing summary, ranked issues, and scenario health KPIs

Note: Multi-vendor support can be added later — for now, your positioning is stronger by being Synopsys-first.

AI‑Native EDA Tools for Chip Design.

Traditional vs. MachAI Lens

Multiple tools, one mission: ship silicon faster.

Built for STA and PD teams.

Chip signoff shouldn’t be report archaeology.

Transforming Chaos into Clarity

Design Intelligence.

A signoff cockpit built for STA + PD engineers.

Current Scope

Access The Lens

AI‑Native EDA Tools
for Chip Design.