{
  "title": "Mode VC daily AI raise read",
  "filing_date": "2026-10-19",
  "as_of": "2026-10-21",
  "generated_at": "2026-10-21T05:02:46.994Z",
  "source": "SEC EDGAR Form D (public), public web search for company sites, Mode VC Investor Atlas, SEC Form ADV",
  "source_urls": [
    "https://www.sec.gov/Archives/edgar/daily-index/2026/QTR4/form.20261019.idx",
    "https://modevc.com/data/sec/form_d/2026-10-19.json",
    "https://modevc.com/thesis"
  ],
  "coverage": {
    "filings_that_day": 224,
    "skipped_before_classification": {
      "amendment": 74,
      "excluded_industry_group": 24,
      "pooled_fund_not_single_company_or_ai_named": 40,
      "hedge_fund": 12,
      "duplicate_issuer": 0
    },
    "classified": 74,
    "not_run_because_of_limit": 0,
    "ai": 6,
    "unclear": 14,
    "not_ai": 26,
    "vehicles_not_identified": 28
  },
  "method": {
    "selection": "New Form D notices only (amendments skipped). Real estate, oil and gas and restaurant groups and hedge or real estate funds are excluded before any model call. Pooled funds are kept only when the name points at one company (SPV or series) or at AI, and are read only when that company has its own site; the rest are listed as vehicles not identified.",
    "evidence": "The filing fields plus up to three public web pages whose domain or title carries the issuer name (the company homepage is read when its domain is found). Results for other companies with similar names are dropped. For companies judged AI or unclear, the company site is read further: pricing, integrations or partners, customers or case studies, docs or developer, and product pages found through its own homepage links and sitemap (no guessed paths), plus a GitHub org it links to. Unclear companies are asked again with those pages.",
    "ai_gate": "An AI verdict also needs a sentence on the company's own site (its search result, homepage or a page read from it) that shows AI: the capitalised word AI or terms such as machine learning, LLM, generative, agentic, computer vision, autonomous or robotics. The company's own name or domain does not count (\"Nice Robotics\" alone is not the signal). Gated or preview profiles (PitchBook, Crunchbase, LinkedIn, ZoomInfo, CB Insights and similar) are never evidence; third-party pages may inform the model but cannot be the quote. Without such a sentence the company is unclear.",
    "classifier": "Jev free lane (scripts/lib/jev_client.mjs askJev, Groq first), each question asked twice with the options reversed, calls at least 2 s apart. Answers count only when both runs agree; otherwise unclear.",
    "levers": "Each lever is found (both runs say the evidence states it), evidence_says_no (both runs say the evidence shows it is not the case), runs_split (one run found it; not counted) or not_in_public_evidence. Only found levers score. Pricing model is recorded but the published rubric does not score it.",
    "score": "Distribution Moat rubric as published (get_distribution_moat_score): start at 2, +1.5 for a native integration, default or bundle, viral loop or network lock-in stated in the evidence, +1.0 for proprietary data, +0.5 for three or more levers, capped 1 to 5. 2.0 means no lever is stated in public evidence yet, not that the company lacks one.",
    "people": "Form D related persons joined to atlas partners. confirmed needs a second firm-specific signal; possible is a name match only and is not verified. Fund size is shown only from a confirmed Form ADV match."
  },
  "model_routes": {
    "tier_1_free_lpu": 106
  },
  "receipts_note": "Each judgment carries the state hash, model and route of both runs. Full prompts and answers are kept in the private receipt log.",
  "raises": [
    {
      "issuer": {
        "name": "Liqid Inc.",
        "cik": "0001620971",
        "city": "Westminster",
        "state": "COLORADO",
        "year_of_inc": null
      },
      "role": "company",
      "target": null,
      "industry_group": "Other Technology",
      "fund_type": null,
      "amount_sold": 26950000,
      "total_offering_amount": 28450000,
      "offering_indefinite": false,
      "date_of_first_sale": "2026-05-12",
      "revenue_range": "Decline to Disclose",
      "filing": {
        "accession": "0001620971-26-000002",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/1620971/000162097126000002/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/1620971/000162097126000002/0001620971-26-000002-index.htm"
      },
      "ai": {
        "value": "ai",
        "stable": true,
        "run_a": {
          "choice": "ai",
          "order": "as written"
        },
        "run_b": {
          "choice": "ai",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "ca314e559362e930",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": {
          "url": "https://www.liqid.com/",
          "text": "Request a Demo Product LIQID Unveils Scale-Up AI Platform with AMD Pool up to 30x Instinct™ MI350P GPUs \"Customers can scale GPU resources on demand to achieve higher utilization, lower infrastructure costs, and industry-leading AI inferenc"
        },
        "quote_gate": "passed"
      },
      "evidence": {
        "web_query": "Liqid Inc. company westminster, colorado",
        "web": [
          {
            "url": "https://www.liqid.com/company/contact",
            "title": "Contact Us | Liqid, Inc",
            "snippet": "# Contact us We are here to answer all your questions about Liqid products and services. Reach out to speak with a Liqid composable infrastructure expert today and learn how our adaptive solutions provide the building blocks for success in IT. ## Colorado Headquarters Our headquarters is located North of Denver in beautiful Colorado. 11400 Westmoor Circle, Suite 225 Westminster, CO 80021 Main: 303.500.1551 (303500155",
            "kind": "company_site"
          },
          {
            "url": "https://www.liqid.com/",
            "title": "LIQID | Memory & GPU Pooling Infrastructure",
            "snippet": "| Memory & GPU Pooling Infrastructure ... # Memory and GPU Pooling Get more tokens out of every GPU Own your Token Machine. Dynamically scale and share Memory and GPU capacity. Support any model or workload. Increase utilization and control your inference economics. More tokens per watt. More tokens per dollar. ... LIQID combines purpose-built hardware and Matrix software to deliver dynamic memory and GPU capacity fo",
            "kind": "company_site"
          }
        ],
        "gated_dropped": [
          "https://linkedin.com/company/liqid-inc"
        ],
        "web_note": null,
        "site_pages": {
          "site": "https://www.liqid.com",
          "redirected_to": null,
          "checked_at": "2026-10-21T04:33:29.781Z",
          "homepage_status": 200,
          "homepage_rendered": false,
          "sitemap_checked": [
            "https://www.liqid.com/robots.txt",
            "https://www.liqid.com/sitemap.xml"
          ],
          "sitemap_urls": 164,
          "pages": [
            {
              "category": "integrations",
              "url": "https://www.liqid.com/partners",
              "found_via": "homepage_nav",
              "link_text": "Partners Browse our partner ecosystem and become a partner",
              "fetched_via": "exa_contents",
              "status": null,
              "excerpt": "Partners | Liqid, Inc # Liqid Loves Partners We have partnered with world-class technology leaders to build the world’s most comprehensive composable infrastructure platform. From commodities to distribution, our partners help set the foundation for truly incredible achievements. Our ever increasing"
            },
            {
              "category": "docs",
              "url": "https://docs.liqid.com",
              "found_via": "homepage_nav",
              "link_text": "Documentation",
              "fetched_via": "direct",
              "status": 200,
              "excerpt": "Liqid Documentation Please use the button below to request access to all our documentation. Request Access [Liqid Command Center™] Liqid Command Center™ Read documentation on the Liqid Command Center. [purple arrow to highlight link text] Read Now [Liqid Software Guides] Liqid Hardware Guides Read d"
            },
            {
              "category": "product",
              "url": "https://www.liqid.com/products/abaco",
              "found_via": "homepage_nav",
              "link_text": "Micron Abaco",
              "fetched_via": "exa_contents",
              "status": null,
              "excerpt": "Abaco Shared Memory Architecture for AI & HPC | LIQID # What Is Abaco? Hundreds of terabytes of DRAM. Dozens of GPUs. One shared pool. Abaco is a memory-centric rack architecture built by Micron and powered by Liqid for AI and HPC workloads that run out of memory long before they run out of compute."
            }
          ],
          "github": null,
          "not_found": [
            "pricing",
            "customers",
            "github"
          ],
          "note": null
        },
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "as_of": "2026-10-21",
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/1620971/000162097126000002/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/1620971/000162097126000002/0001620971-26-000002-index.htm",
        "https://www.liqid.com/company/contact",
        "https://www.liqid.com/",
        "https://www.liqid.com/partners",
        "https://docs.liqid.com",
        "https://www.liqid.com/products/abaco"
      ],
      "rubric_inputs": {
        "answers": {
          "business_model": {
            "value": "Hardware_DeepTech",
            "stable": true,
            "run_a": {
              "choice": "Hardware_DeepTech",
              "order": "as written"
            },
            "run_b": {
              "choice": "Hardware_DeepTech",
              "order": "reversed"
            },
            "reason": null
          },
          "pricing_model": {
            "value": "sales_led",
            "stable": true,
            "run_a": {
              "choice": "sales_led",
              "order": "as written"
            },
            "run_b": {
              "choice": "sales_led",
              "order": "reversed"
            },
            "reason": null
          },
          "native_integration": {
            "value": "yes",
            "stable": true,
            "run_a": {
              "choice": "yes",
              "order": "as written"
            },
            "run_b": {
              "choice": "yes",
              "order": "reversed"
            },
            "reason": null
          },
          "system_default": {
            "value": "yes",
            "stable": true,
            "run_a": {
              "choice": "yes",
              "order": "as written"
            },
            "run_b": {
              "choice": "yes",
              "order": "reversed"
            },
            "reason": null
          },
          "viral_loop": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "network_lockin": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "proprietary_data": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          }
        },
        "receipt": {
          "state_sha": "9232f2e2a155195a",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "channels_passed": [
          "native_integration",
          "system_default"
        ],
        "has_proprietary_data_or_network": false,
        "business_model": "Hardware_DeepTech",
        "pricing_model": "sales_led",
        "lever_status": {
          "native_integration": "found",
          "system_default": "found",
          "viral_loop": "not_in_public_evidence",
          "network_lockin": "not_in_public_evidence",
          "proprietary_data": "not_in_public_evidence"
        }
      },
      "moat": {
        "score": 3.5,
        "max": 5,
        "verdict": "DEFENSIBLE_EMERGING",
        "thesis_alignment": "STRONG_FIT",
        "method": "Start at 2. +1.5 if any channel is a hardware bundle, network lock-in, viral loop, system default or native integration. +1.0 for proprietary data or network effects. +0.5 for three or more channels. Capped 1 to 5. business_model is not used.",
        "rubric_source": "https://modevc.com/thesis"
      },
      "evidence_strength": "company_site_pages",
      "reasoning": [
        "Counted as an AI company because both model runs agreed and its own site says so (https://www.liqid.com/): \"Request a Demo Product LIQID Unveils Scale-Up AI Platform with AMD Pool up to 30x Instinct™ MI350P GPUs \"Customers can scale GPU resources on demand to achieve higher...\".",
        "Company site pages read: integrations or partners (https://www.liqid.com/partners), docs (https://docs.liqid.com), product (https://www.liqid.com/products/abaco). Not linked from the site: pricing, customers, GitHub.",
        "Read from the evidence: hardware or deep tech; sales-led pricing.",
        "Moat score 3.5 of 5: starts at 2.0, +1.5 because the evidence says it runs inside tools customers already use and ships bundled or as a default.",
        "Not in public evidence (unknown, not absent): a viral loop, network lock-in, proprietary data."
      ],
      "rank": 1
    },
    {
      "issuer": {
        "name": "Omnishot.ai Inc.",
        "cik": "0002159682",
        "city": "BEAR",
        "state": "DELAWARE",
        "year_of_inc": "2026"
      },
      "role": "company",
      "target": null,
      "industry_group": "Other Technology",
      "fund_type": null,
      "amount_sold": 22500,
      "total_offering_amount": 22500,
      "offering_indefinite": false,
      "date_of_first_sale": "2026-10-05",
      "revenue_range": "Decline to Disclose",
      "filing": {
        "accession": "0002159682-26-000001",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/2159682/000215968226000001/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/2159682/000215968226000001/0002159682-26-000001-index.htm"
      },
      "ai": {
        "value": "ai",
        "stable": true,
        "run_a": {
          "choice": "ai",
          "order": "as written"
        },
        "run_b": {
          "choice": "ai",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "ca094b75823e1019",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": {
          "url": "https://www.omnishot.ai/",
          "text": "Omnishot.ai — Catalog-Scale AI Media Production - Omnishot.ai CREATIVE CONTROL."
        },
        "quote_gate": "passed"
      },
      "evidence": {
        "web_query": "Omnishot.ai Inc. company bear, delaware",
        "web": [
          {
            "url": "https://www.omnishot.ai/",
            "title": "Omnishot.ai — Catalog-Scale AI Media Production - Omnishot.ai",
            "snippet": "Omnishot.ai — Catalog-Scale AI Media Production - Omnishot.ai # CREATIVE CONTROL. INDUSTRIAL OUTPUT. New York. Berlin. AI MEDIA INFRASTRUCTURE FOR RETAIL ESTABLISHED 2026 ## If you produce visuals at catalog scale, you have already tested every AI tool on the market. The reason rollout stalls is not the models. The models work. Rollout stalls because most platforms are built for individual creative tasks, not enterprise production — and the operational layer that turns generation into throughput is missing. That layer is what Omnishot.ai is. The complex work runs in the backend: encoding brand",
            "kind": "company_site"
          },
          {
            "url": "https://www.omnishot.ai/imprint/",
            "title": "Imprint - Omnishot.ai",
            "snippet": "Imprint - Omnishot.ai Imprint Omnishot.ai Inc. A corporation organised under the laws of the State of Delaware, USA 192 Bear Christiana Rd #2221 Bear, DE 19701 United States Authorised representatives: Hannes Piltz, COO / Co-founder Alexey Seredov, CTO / Co-founder Contact: E-Mail: info@omnishot.ai Register: Delaware Division of Corporations, File No. 10629886 Website: Hannes Piltz / INTU",
            "kind": "company_site"
          },
          {
            "url": "https://www.formds.com/issuers/omnishot-ai-inc",
            "title": "Omnishot.ai Inc. - fund raising filing",
            "snippet": "Omnishot.ai Inc. - fund raising filing # Omnishot.ai Inc. Bear, DE · CIK 0002159682 Offering snapshot reported Oct 19, 2026 · SEC filing Reported sold $22.5K Offering amount: $22.5K Investors reported 1 Form D · investor count Minimum accepted $0 Reported outside-investor minimum First sale Oct 5, 2026 As reported in this filing ... ## Offering details Securities Other Exemptions 06b Duration over one year No Busines",
            "kind": "profile_site"
          }
        ],
        "gated_dropped": [],
        "web_note": null,
        "site_pages": {
          "site": "https://www.omnishot.ai",
          "redirected_to": null,
          "checked_at": "2026-10-21T04:36:04.054Z",
          "homepage_status": 200,
          "homepage_rendered": false,
          "sitemap_checked": [
            "https://www.omnishot.ai/robots.txt",
            "https://www.omnishot.ai/sitemap_index.xml",
            "https://www.omnishot.ai/page-sitemap.xml",
            "https://www.omnishot.ai/portfolio-sitemap.xml",
            "https://www.omnishot.ai/project-type-sitemap.xml"
          ],
          "sitemap_urls": 21,
          "pages": [
            {
              "category": "customers",
              "url": "https://www.omnishot.ai/work-samples",
              "found_via": "homepage_nav",
              "link_text": "View All",
              "fetched_via": "exa_contents",
              "status": null,
              "excerpt": "What the System Produces — Omnishot.ai ## Multi Brand Marketplace May 1, 2026 ## Modern American Farmhouse April 10, 2026 ## Sustainable Family Living March 31, 2026 ## Premium Consumer Electronics March 31, 2026 ## Gen Z authentic editorial commerce March 24, 2026 Four Editorial Directions. Consist"
            },
            {
              "category": "product",
              "url": "https://www.omnishot.ai/platform",
              "found_via": "homepage_nav",
              "link_text": "The Product",
              "fetched_via": "exa_contents",
              "status": null,
              "excerpt": "Platform — The omnishot.ai Production System ### Production infrastructure for catalog-scale product media Omnishot.ai is the operating system for retail-scale AI media production. It takes the workflows that have historically lived across studios, agencies, and disconnected tools, and consolidates "
            }
          ],
          "github": null,
          "not_found": [
            "pricing",
            "integrations",
            "docs",
            "github"
          ],
          "note": null
        },
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "as_of": "2026-10-21",
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/2159682/000215968226000001/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/2159682/000215968226000001/0002159682-26-000001-index.htm",
        "https://www.omnishot.ai/",
        "https://www.omnishot.ai/imprint/",
        "https://www.formds.com/issuers/omnishot-ai-inc",
        "https://www.omnishot.ai/work-samples",
        "https://www.omnishot.ai/platform"
      ],
      "rubric_inputs": {
        "answers": {
          "business_model": {
            "value": "B2B_SaaS",
            "stable": true,
            "run_a": {
              "choice": "B2B_SaaS",
              "order": "as written"
            },
            "run_b": {
              "choice": "B2B_SaaS",
              "order": "reversed"
            },
            "reason": null
          },
          "pricing_model": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "native_integration": {
            "value": "yes",
            "stable": true,
            "run_a": {
              "choice": "yes",
              "order": "as written"
            },
            "run_b": {
              "choice": "yes",
              "order": "reversed"
            },
            "reason": null
          },
          "system_default": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "viral_loop": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "network_lockin": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "proprietary_data": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          }
        },
        "receipt": {
          "state_sha": "cbe840391c5d58f2",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "channels_passed": [
          "native_integration"
        ],
        "has_proprietary_data_or_network": false,
        "business_model": "B2B_SaaS",
        "pricing_model": null,
        "lever_status": {
          "native_integration": "found",
          "system_default": "not_in_public_evidence",
          "viral_loop": "not_in_public_evidence",
          "network_lockin": "not_in_public_evidence",
          "proprietary_data": "not_in_public_evidence"
        }
      },
      "moat": {
        "score": 3.5,
        "max": 5,
        "verdict": "DEFENSIBLE_EMERGING",
        "thesis_alignment": "STRONG_FIT",
        "method": "Start at 2. +1.5 if any channel is a hardware bundle, network lock-in, viral loop, system default or native integration. +1.0 for proprietary data or network effects. +0.5 for three or more channels. Capped 1 to 5. business_model is not used.",
        "rubric_source": "https://modevc.com/thesis"
      },
      "evidence_strength": "company_site_pages",
      "reasoning": [
        "Counted as an AI company because both model runs agreed and its own site says so (https://www.omnishot.ai/): \"Omnishot.ai — Catalog-Scale AI Media Production - Omnishot.ai CREATIVE CONTROL.\".",
        "Company site pages read: customers (https://www.omnishot.ai/work-samples), product (https://www.omnishot.ai/platform). Not linked from the site: pricing, integrations or partners, docs, GitHub.",
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            "run_b": {
              "choice": "Hardware_DeepTech",
              "order": "reversed"
            },
            "reason": null
          },
          "pricing_model": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "sales_led",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "native_integration": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "system_default": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "viral_loop": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "network_lockin": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "proprietary_data": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          }
        },
        "receipt": {
          "state_sha": "6e280c35864c2a96",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "channels_passed": [],
        "has_proprietary_data_or_network": false,
        "business_model": "Hardware_DeepTech",
        "pricing_model": null,
        "lever_status": {
          "native_integration": "not_in_public_evidence",
          "system_default": "not_in_public_evidence",
          "viral_loop": "not_in_public_evidence",
          "network_lockin": "not_in_public_evidence",
          "proprietary_data": "not_in_public_evidence"
        }
      },
      "moat": {
        "score": 2,
        "max": 5,
        "verdict": "NEEDS_DISTRIBUTION_LEVER",
        "thesis_alignment": "MONITOR",
        "method": "Start at 2. +1.5 if any channel is a hardware bundle, network lock-in, viral loop, system default or native integration. +1.0 for proprietary data or network effects. +0.5 for three or more channels. Capped 1 to 5. business_model is not used.",
        "rubric_source": "https://modevc.com/thesis"
      },
      "evidence_strength": "company_site",
      "reasoning": [
        "Counted as an AI company because both model runs agreed and its own site says so (https://melten.ai/): \"Melten.ai — AI-native Fabless AI-native Fabless.\".",
        "Company site pages read: none found. Not linked from the site: pricing, integrations or partners, customers, docs, product, GitHub.",
        "It was unclear from the filing and search alone; after reading its own pages, both runs agreed.",
        "Read from the evidence: hardware or deep tech.",
        "Moat score 2.0 of 5: starts at 2.0.",
        "Not in public evidence (unknown, not absent): a native integration, a bundle or default, a viral loop, network lock-in, proprietary data."
      ],
      "rank": 5
    },
    {
      "issuer": {
        "name": "Saro Robotics Inc.",
        "cik": "0002159788",
        "city": "NEW YORK",
        "state": "NEW YORK",
        "year_of_inc": "2026"
      },
      "role": "company",
      "target": null,
      "industry_group": "Other Technology",
      "fund_type": null,
      "amount_sold": 0,
      "total_offering_amount": null,
      "offering_indefinite": true,
      "date_of_first_sale": null,
      "revenue_range": "Decline to Disclose",
      "filing": {
        "accession": "0002159788-26-000001",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/2159788/000215978826000001/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/2159788/000215978826000001/0002159788-26-000001-index.htm"
      },
      "ai": {
        "value": "ai",
        "stable": true,
        "run_a": {
          "choice": "ai",
          "order": "as written"
        },
        "run_b": {
          "choice": "ai",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "1c1140f080e0c15a",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": {
          "url": "https://sarorobotics.com/",
          "text": "Saro Robotics: Autonomous Pipe Inspection Robots that keep the world running."
        },
        "quote_gate": "passed"
      },
      "evidence": {
        "web_query": "Saro Robotics Inc. company new york, new york",
        "web": [
          {
            "url": "https://sarorobotics.com/",
            "title": "Saro Robotics: Autonomous Pipe Inspection",
            "snippet": "Saro Robotics: Autonomous Pipe Inspection # Robots that keep the world running. We deploy autonomous climbing robots that reach the unreachable, delivering continuous, high-quality inspection data that transforms how energy infrastructure is maintained. ... Request a Demo See Our ... expensive, dangerous ... incomplete ... Sc ... olding accounts for 50% ... costs, often requiring ... . Manual processes miss critical ",
            "kind": "company_site"
          }
        ],
        "gated_dropped": [
          "https://linkedin.com/company/saro-robotics"
        ],
        "web_note": null,
        "site_pages": {
          "site": "https://sarorobotics.com",
          "redirected_to": "https://www.sarorobotics.com",
          "checked_at": "2026-10-21T04:36:27.245Z",
          "homepage_status": 200,
          "homepage_rendered": false,
          "sitemap_checked": [
            "https://www.sarorobotics.com/robots.txt",
            "https://sarorobotics.com/sitemap.xml"
          ],
          "sitemap_urls": 11,
          "pages": [
            {
              "category": "product",
              "url": "https://www.sarorobotics.com/solution",
              "found_via": "homepage_nav",
              "link_text": "Solution",
              "fetched_via": "exa_contents",
              "status": null,
              "excerpt": "Autonomous Pipe Inspection Solution | Saro Robotics # Our Solution Autonomous climbing robots that deliver complete inspection coverage for critical pipe infrastructure, without scaffolding, without shutdowns. ## How It Works 01 ### Deploy Our robot is placed on the pipe network. No scaffolding, no "
            }
          ],
          "github": null,
          "not_found": [
            "pricing",
            "integrations",
            "customers",
            "docs",
            "github"
          ],
          "note": null
        },
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "as_of": "2026-10-21",
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/2159788/000215978826000001/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/2159788/000215978826000001/0002159788-26-000001-index.htm",
        "https://sarorobotics.com/",
        "https://www.sarorobotics.com/solution"
      ],
      "rubric_inputs": {
        "answers": {
          "business_model": {
            "value": "Hardware_DeepTech",
            "stable": true,
            "run_a": {
              "choice": "Hardware_DeepTech",
              "order": "as written"
            },
            "run_b": {
              "choice": "Hardware_DeepTech",
              "order": "reversed"
            },
            "reason": null
          },
          "pricing_model": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "sales_led",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "native_integration": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "system_default": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "viral_loop": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          },
          "network_lockin": {
            "value": "unclear",
            "stable": false,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "no",
              "order": "reversed"
            },
            "reason": "the two runs disagreed"
          },
          "proprietary_data": {
            "value": "unclear",
            "stable": true,
            "run_a": {
              "choice": "unclear",
              "order": "as written"
            },
            "run_b": {
              "choice": "unclear",
              "order": "reversed"
            },
            "reason": null
          }
        },
        "receipt": {
          "state_sha": "38a6e43f77dddd2d",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "channels_passed": [],
        "has_proprietary_data_or_network": false,
        "business_model": "Hardware_DeepTech",
        "pricing_model": null,
        "lever_status": {
          "native_integration": "not_in_public_evidence",
          "system_default": "not_in_public_evidence",
          "viral_loop": "not_in_public_evidence",
          "network_lockin": "not_in_public_evidence",
          "proprietary_data": "not_in_public_evidence"
        }
      },
      "moat": {
        "score": 2,
        "max": 5,
        "verdict": "NEEDS_DISTRIBUTION_LEVER",
        "thesis_alignment": "MONITOR",
        "method": "Start at 2. +1.5 if any channel is a hardware bundle, network lock-in, viral loop, system default or native integration. +1.0 for proprietary data or network effects. +0.5 for three or more channels. Capped 1 to 5. business_model is not used.",
        "rubric_source": "https://modevc.com/thesis"
      },
      "evidence_strength": "company_site_pages",
      "reasoning": [
        "Counted as an AI company because both model runs agreed and its own site says so (https://sarorobotics.com/): \"Saro Robotics: Autonomous Pipe Inspection Robots that keep the world running.\".",
        "Company site pages read (the site now redirects to https://www.sarorobotics.com): product (https://www.sarorobotics.com/solution). Not linked from the site: pricing, integrations or partners, customers, docs, GitHub.",
        "Read from the evidence: hardware or deep tech.",
        "Moat score 2.0 of 5: starts at 2.0.",
        "Not in public evidence (unknown, not absent): a native integration, a bundle or default, a viral loop, network lock-in, proprietary data."
      ],
      "rank": 6
    }
  ],
  "unclear": [
    {
      "issuer": {
        "name": "Youtopia Marketplace, LLC",
        "cik": "0001955989",
        "city": "LAKEWOOD",
        "state": "COLORADO",
        "year_of_inc": "2022"
      },
      "role": "company",
      "target": null,
      "industry_group": "Other",
      "amount_sold": 4414857,
      "filing": {
        "accession": "0001955989-26-000003",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/1955989/000195598926000003/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/1955989/000195598926000003/0001955989-26-000003-index.htm"
      },
      "ai": {
        "value": "unclear",
        "stable": true,
        "run_a": {
          "choice": "unclear",
          "order": "as written"
        },
        "run_b": {
          "choice": "unclear",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "cdc72062d3d6c29e",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": null,
        "quote_gate": null
      },
      "evidence": {
        "web_query": "Youtopia Marketplace, LLC company lakewood, colorado",
        "web": [],
        "gated_dropped": [],
        "web_note": "no search result carried the issuer name; no web evidence used",
        "site_pages": null,
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "reasoning": [
        "Left as unclear: both runs said the public evidence is too thin to tell; no public site matching the name was found."
      ],
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/1955989/000195598926000003/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/1955989/000195598926000003/0001955989-26-000003-index.htm"
      ]
    },
    {
      "issuer": {
        "name": "Monetization Solutions, Inc.",
        "cik": "0001972722",
        "city": "ATLANTA",
        "state": "GEORGIA",
        "year_of_inc": "2023"
      },
      "role": "company",
      "target": null,
      "industry_group": "Other",
      "amount_sold": 875000,
      "filing": {
        "accession": "0001972722-26-000005",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/1972722/000197272226000005/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/1972722/000197272226000005/0001972722-26-000005-index.htm"
      },
      "ai": {
        "value": "unclear",
        "stable": true,
        "run_a": {
          "choice": "unclear",
          "order": "as written"
        },
        "run_b": {
          "choice": "unclear",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "36efdfe04e0a9aeb",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": null,
        "quote_gate": null
      },
      "evidence": {
        "web_query": "Monetization Solutions, Inc. company atlanta, georgia",
        "web": [
          {
            "url": "http://edgar.secdatabase.com/1112/197272223000001/filing-main.htm",
            "title": "Monetization Solutions, Inc. Form D Filed 2023-04-21",
            "snippet": "Monetization Solutions, Inc. Form D Filed 2023-04-21 UNITED STATES SECURITIES AND EXCHANGE COMMISSION Washington, D.C. 20549 FORM D Notice of Exempt Offering of Securities OMB APPROVAL | OMB Number: | | 3235-0076 | | --- | --- | --- | | Expires: | June 30, 2012 | | | Estimated average burden | | | | hours per response: | | 4.00 | CIK (Filer ID Number) Previous Name(s) Entity Type | 0001972722 | | --- | | ☒ Corporatio",
            "kind": "profile_site"
          }
        ],
        "gated_dropped": [],
        "web_note": null,
        "site_pages": null,
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "reasoning": [
        "Left as unclear: both runs said the public evidence is too thin to tell."
      ],
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/1972722/000197272226000005/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/1972722/000197272226000005/0001972722-26-000005-index.htm",
        "http://edgar.secdatabase.com/1112/197272223000001/filing-main.htm"
      ]
    },
    {
      "issuer": {
        "name": "Into the Multiverse, Inc.",
        "cik": "0001978358",
        "city": "AUSTIN",
        "state": "TEXAS",
        "year_of_inc": null
      },
      "role": "company",
      "target": null,
      "industry_group": "Other",
      "amount_sold": 3000000,
      "filing": {
        "accession": "0001978358-26-000004",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/1978358/000197835826000004/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/1978358/000197835826000004/0001978358-26-000004-index.htm"
      },
      "ai": {
        "value": "unclear",
        "stable": true,
        "run_a": {
          "choice": "unclear",
          "order": "as written"
        },
        "run_b": {
          "choice": "unclear",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "3e87b592d9f80606",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": null,
        "quote_gate": null
      },
      "evidence": {
        "web_query": "Into the Multiverse, Inc. company austin, texas",
        "web": [
          {
            "url": "https://www.dealdata.net/company-profile/0001978358/",
            "title": "INTO THE MULTIVERSE, INC.",
            "snippet": "INTO THE MULTIVERSE, INC. ## Profile #### Company Names INTO THE MULTIVERSE, INC. #### Addresses 6705 US-29, STE 607#825, AUSTIN, TX 78735 #### Phone Numbers (636)-284-1566 ## Entity Type: ###### CORPORATION ###### OTHER ## Year Incorporated: ###### > 5 years ago ###### DELAWARE ## Total Amount Raised: ###### $3,000,000.00 ## Number of Funding Rounds: ###### 1 Investment Rounds Round # Round Open Date Amount Raised T",
            "kind": "profile_site"
          }
        ],
        "gated_dropped": [
          "https://www.crunchbase.com/organization/the-multiverse"
        ],
        "web_note": null,
        "site_pages": null,
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
        "possible": [],
        "note": "possible = same name only, not verified"
      },
      "reasoning": [
        "Left as unclear: both runs said the public evidence is too thin to tell."
      ],
      "source_urls": [
        "https://www.sec.gov/Archives/edgar/data/1978358/000197835826000004/primary_doc.xml",
        "https://www.sec.gov/Archives/edgar/data/1978358/000197835826000004/0001978358-26-000004-index.htm",
        "https://www.dealdata.net/company-profile/0001978358/"
      ]
    },
    {
      "issuer": {
        "name": "Elementium Materials, Inc.",
        "cik": "0002032249",
        "city": "KATY",
        "state": "TEXAS",
        "year_of_inc": "2024"
      },
      "role": "company",
      "target": null,
      "industry_group": "Other Technology",
      "amount_sold": 9999991,
      "filing": {
        "accession": "0002032249-26-000003",
        "form": "D",
        "filed": "2026-10-19",
        "source_url": "https://www.sec.gov/Archives/edgar/data/2032249/000203224926000003/primary_doc.xml",
        "filing_index_url": "https://www.sec.gov/Archives/edgar/data/2032249/000203224926000003/0002032249-26-000003-index.htm"
      },
      "ai": {
        "value": "unclear",
        "stable": true,
        "run_a": {
          "choice": "unclear",
          "order": "as written"
        },
        "run_b": {
          "choice": "unclear",
          "order": "reversed"
        },
        "reason": null,
        "receipt": {
          "state_sha": "af63496856a1a4ce",
          "model_a": "qwen/qwen3.8-27b",
          "route_a": "tier_1_free_lpu",
          "model_b": "qwen/qwen3.8-27b",
          "route_b": "tier_1_free_lpu"
        },
        "first_pass_before_site_pages": null,
        "own_site_quote": null,
        "quote_gate": null
      },
      "evidence": {
        "web_query": "Elementium Materials, Inc. company katy, texas",
        "web": [
          {
            "url": "https://www.dealdata.net/company-profile/0002032249/",
            "title": "ELEMENTIUM MATERIALS, INC.",
            "snippet": "ELEMENTIUM MATERIALS, INC. ## Profile #### Company Names ELEMENTIUM MATERIALS, INC. #### Addresses 2717 COMMERCIAL CENTER BLVD., SUITE E200, KATY, TX 77494 23501 CINCO RANCH BLVD., STE H120-175, KATY, TX 77494 #### Phone Numbers 832-793-7301 ## Entity Type: ###### CORPORATION ###### OTHER TECHNOLOGY ## Year Incorporated: ###### 2024 ## State Incorporated: ###### DELAWARE ## Total Amount Raised: ###### $15,999,989.00 ",
            "kind": "profile_site"
          }
        ],
        "gated_dropped": [
          "https://www.cbinsights.com/company/elementium-materials"
        ],
        "web_note": null,
        "site_pages": null,
        "filing_fields_used": [
          "issuer name",
          "industry group",
          "location",
          "year of incorporation",
          "amount sold",
          "revenue range"
        ]
      },
      "people": {
        "confirmed": [],
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      "reason": "no company site found for \"Physical AI\""
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        "note": "possible = same name only, not verified"
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}
