Arthaa Labs
03 · product mock
03 / EDA · Embedded Systems · Semiconductor

SiliconMind

AI-native design intelligence for embedded systems and chip engineers — not a design tool, but a shared knowledge layer above any EDA tool, capturing institutional design knowledge, flagging verification failures, and accelerating design review across distributed teams.

Deep Tech Platform Anchor embedded partner B2B SaaS · Enterprise India EDA talent pool
The moat answer. The doc asks: "struggling to see the moat as an independent company?" Answer: don't build the design tool — Cadence/Synopsys/Siemens own that. The moat is the institutional design-knowledge layer: why a decision was made, what verification failures it fixed, what trade-offs were weighed — searchable, injectable, transferable across teams and tools. This is the CodeMesh insight applied to hardware. None of the DAC 2025 EDA startups are building the team knowledge layer above any tool.
Proof points
53%
Semiconductor firms struggling to hire EDA-skilled engineers
$35B
EDA market by 2035 — growing 9% CAGR
5–10×
Verification time reduction from AI tools (Synopsys data)
Interface Wireframe — Design Knowledge Console
siliconmind.ai / anchor-partner / automotive-mcu / knowledge
SiliconMind · Automotive MCU Program Ingesting
Knowledge Q&AVerificationReview queueStandardsConnectors
12,400
Design decisions in the knowledge graph
3
AUTOSAR / MISRA deviations flagged pre-review
5.8×
Median verification debug speed-up this quarter
Natural-language design Q&A — cited from review docs & verification logs
Engineer: Why did we use this clock-gating approach in the 2023 automotive MCU?
SiliconMind: Fine-grained gating was chosen over global gating to hit the ASIL-B power budget (≤ 8mW idle).
↳ cite: DR-2023-114 "Power review" · cite: verif-log clk_gate_seq #882 (3 prior glitch fails)
SiliconMind: Trade-off recorded: +4% area, −31% idle power. Engineer who decided: R. Nair (left Mar 2024).

Verification failure analysis agent

⚠ Regression fail — uart_rx_seq · run #4471

Matches historical failure cluster #18 (7 prior occurrences, 2021–2024)

Root cause (proposed): metastability on async FIFO pointer at 48MHz↔12MHz crossing

Fix playbook: add 2-FF synchronizer + Gray-code pointer · est. 1.5h

Open debug playbookShow 7 prior fails

EDA connectors — MCP, tool-agnostic

Cadence (Virtuoso / Xcelium)✓ Logs + netlists
Synopsys (VCS / PrimeSim)✓ Regression
Siemens (Questa One)✓ Coverage
Git / Gerrit (RTL revisions)✓ Active
Synthetic test-suite gen⚠ Spec needed

Reads logs, netlists & design files — replaces no tool.

Cross-team design review — flagged before humans see it
ArtifactAuthorIssueStandardStatus
can_ctrl.vhdP. SharmaRecursive fn — unbounded stackMISRA C:2012 17.2Deviation
pmu_fsm.svA. IyerNo safe-state on illegal transitionAUTOSAR / ASIL-BReview
spi_dma.svK. RaoMatches established team patternClean
What SiliconMind Does
  • Design knowledge graph — ingests design files, verification logs, revisions & review comments into searchable institutional memory
  • Natural-language design Q&A — cited answers from review docs and verification logs
  • Verification failure analysis agent — root cause vs historical failures + debug playbook
  • Cross-team design review — PPA, AUTOSAR/MISRA, pattern-deviation flags pre-review
  • Synthetic test-suite generation — test cases & rubrics for sparse-data verification
  • EDA tool agnostic — MCP connectors to Cadence, Synopsys, Siemens
  • India GCC angle — Leading semiconductor India design centers
Competitive Landscape
PlayerKnowledge layerTool-agnosticVerification AIIndia-first
Synopsys.ai Copilot Synopsys only PrimeSim
Siemens EDA AI Siemens only Questa One
Bronco AI (DAC 2025) Debug playbooks Regression
Silimate PPA issues
SiliconMind ★ Institutional memory MCP to all tools Agent analysis Anchor / India GCCs

Moats

  • Design knowledge graph per company — compounds over years
  • EDA tool-agnostic via MCP — any toolchain
  • India semiconductor talent pool + IIT research partnership
  • Proprietary verification-failure corpus for training

Target Customers

  • Embedded R&D services firm (anchor partner)
  • Global semiconductor India design centers
  • NXP Semiconductors India
  • Fabless chip startups (Mindgrove, SiPearl)