{"investigation":{"slug":"spectral-labs","entity_name":"Spectral Labs","trust_score":42,"severity_base":null,"score_modifier":0,"confidence":0.62,"status":"published","content_type":"investigation","summary":"Spectral Labs (spectrallabs.xyz) is a U.S.-based Web3 protocol founded in 2021 that pivoted from an on-chain credit scoring product (MACRO Score) to an autonomous AI agent economy platform. The project has raised approximately $30 million from institutional investors including General Catalyst, Social Capital, and Jump Capital. Its governance token SPEC reached an all-time high of approximately $18.48 in November 2024 before collapsing more than 99% to under $0.10 by mid-2026, with Bybit delisting the token from both spot and futures markets, raising significant concerns around tokenomics, unlock-driven selling pressure, and product-market fit.","sections":[{"content":"Spectral Labs was incorporated in the United States and founded in approximately 2021 by co-founders Sishir Varghese (CEO) and Srikar Varadaraj. Varghese, a Columbia University graduate with prior experience collaborating with Gitcoin and Loopring, described the project's original mission as bridging machine learning and decentralized finance. The company's flagship early product was the Multi-Asset Credit Risk Oracle (MACRO Score), marketed as an on-chain equivalent of the traditional FICO credit score. The MACRO Score was built on a dataset analyzing over eight years of Ethereum transaction history and more than 2.5 million borrowing events across Ethereum, Polygon, and Avalanche. By 2024, the company reported over 100,000 wallet users and pivoted its branding and technical roadmap toward an 'Onchain Agent Economy,' relaunching core products under the Spectral Syntax and Spectral Nova sub-brands. The current flagship offering, Spectra Vault, is an AI-operated trading vault running on the Hyperliquid exchange, launched publicly in May 2025. As of 2026, the company operates under the domain spectrallabs.xyz.","heading":"Background and Corporate History","sources":[{"url":"https://techcrunch.com/2022/08/24/spectral-raises-23m-to-help-create-web3-credit-scores/","name":"techcrunch.com","type":"other","credibility":3},{"url":"https://gritdaily.com/autonomous-ai-agents-on-blockchain-spectral-labs/","name":"gritdaily.com","type":"other","credibility":3},{"url":"https://www.spectrallabs.xyz/","name":"spectrallabs.xyz","type":"other","credibility":3},{"url":"https://theorg.com/org/spectral-finance/org-chart/sishir-varghese","name":"theorg.com","type":"other","credibility":3}],"severity":"medium"},{"content":"Spectral Labs has raised approximately $30 million in total external funding across multiple rounds. The largest disclosed raise was a $23 million Series A in August 2022, led by General Catalyst and Social Capital. Additional investors in this round included Samsung (Catalyst Fund), Gradient Ventures (Google's AI-focused fund), Section 32, Franklin Templeton, Circle Ventures, and Jump Capital. The participation of institutional investors with established reputations in both traditional finance and crypto provides a degree of legitimacy to the project's early fundraising. However, the substantial investor allocation in the SPEC token (38% of total supply) and the attendant vesting schedules have created structural sell pressure that community analysts and market observers have identified as a key driver of the token's post-peak collapse. In 2024, the company additionally secured an undisclosed investment from STIX.","heading":"Funding and Investor Base","sources":[{"url":"https://techcrunch.com/2022/08/24/spectral-raises-23m-to-help-create-web3-credit-scores/","name":"techcrunch.com","type":"other","credibility":3},{"url":"https://www.generalcatalyst.com/stories/our-investment-in-spectral-building-programmable-creditworthiness","name":"generalcatalyst.com","type":"other","credibility":3},{"url":"https://www.fintechfutures.com/fintech-start-ups/web3-credit-scoring-start-up-spectral-raises-23m","name":"fintechfutures.com","type":"other","credibility":3},{"url":"https://www.examinecrypto.com/post/spectral-an-onchain-agent-economy-raises-undisclosed-funding-from-stix","name":"examinecrypto.com","type":"other","credibility":3}],"severity":"medium"},{"content":"The SPEC governance token launched on May 7, 2024, with an initial exchange listing on MEXC Global and subsequent listings on Coinbase, Gate.io, and Bybit. Total supply is capped at 100 million SPEC tokens, deployed on Ethereum and Base. The token's allocation is weighted heavily toward insiders: 38% to investors, 22% to core contributors, and 40% to the community (including airdrops). This structure means that insiders and institutional investors collectively control 60% of the total supply. The project employs cliff vesting, under which tokens are released all at once after a set waiting period, creating concentrated supply events rather than gradual linear releases. SPEC reached an all-time high of approximately $18.48 on or around November 30, 2024, coinciding with the broader AI-crypto narrative peak. It has since declined more than 99.6%, trading at approximately $0.075 as of May 2026, with a market capitalization of approximately $1.55 million and a fully diluted valuation of approximately $7.5 million — a fraction of the implied value at peak. Bybit cited 'consistently low trading volumes and poor liquidity scores' when delisting the SPEC/USDT spot pair on January 21, 2025. Bybit further delisted SPEC perpetual futures contracts on October 1, 2025. Analysis by market observers notes that the 17.3% unlock event in September 2025 introduced approximately $1.58 million in potential sell pressure at a time when daily trading volume was already thin. A further 3.62 million SPEC tokens (3.6% of total supply) are scheduled for community unlock on June 1, 2026.","heading":"SPEC Token: Tokenomics and Price Collapse","sources":[{"url":"https://www.coingecko.com/en/coins/spectral","name":"coingecko.com","type":"other","credibility":3},{"url":"https://coinmarketcap.com/currencies/spectral/","name":"coinmarketcap.com","type":"other","credibility":3},{"url":"https://cryptorank.io/price/spectral-finance/vesting","name":"cryptorank.io","type":"other","credibility":3},{"url":"https://tokenomist.ai/spectral","name":"tokenomist.ai","type":"other","credibility":3},{"url":"https://announcements.bybit.com/en/article/delisting-of-memefi-raca-art-spec-xcad-and-myro-bltdbb463725cd37abc/","name":"announcements.bybit.com","type":"other","credibility":3},{"url":"https://coincub.com/price-prediction/spectral-spec-price-prediction/","name":"coincub.com","type":"other","credibility":3}],"severity":"medium"},{"content":"Spectral Labs has undergone at least one significant product pivot since its founding. The original MACRO Score (on-chain credit risk oracle) was the primary product from 2021 through 2023 and was the basis on which the company raised its $23 million Series A. By 2024, the company had substantially rebranded and repositioned itself around Spectral Syntax (a natural-language interface for creating on-chain AI agents), Spectral Nova (a machine intelligence inference network), and the Inferchain (a decentralized layer for AI/ML inferences in smart contracts). In 2025, the company launched Spectra Vault, an AI-operated trading vault on the Hyperliquid exchange. The vault only launched publicly on May 1, 2025, and as of mid-2025, independent reviewers noted that there was insufficient data to evaluate its risk-adjusted returns or long-term viability. The reliance on Hyperliquid infrastructure and Turnkey for wallet key custody were identified as operational dependencies that introduce centralization risk. Reviewers also noted that the concept of an 'autonomous AI hedge fund' has no clear legal classification, raising potential regulatory exposure related to securities law, KYC/AML compliance, and AI-driven investment vehicle regulation. Competitive risk is elevated given the crowded AI-agent-crypto space, where several better-resourced or better-distributed rivals could capture market share from Spectral's creator economy offerings.","heading":"Product Pivot and Execution Risk","sources":[{"url":"https://incrypted.com/en/spectral-labs-review/","name":"incrypted.com","type":"other","credibility":3},{"url":"https://blog.spectral.finance/2024-roadmap/","name":"blog.spectral.finance","type":"other","credibility":3},{"url":"https://mementoresearch.com/building-the-onchain-agent-economy-spectral-labs/","name":"mementoresearch.com","type":"other","credibility":3},{"url":"https://venturebeat.com/business/democratizing-finance-spectral-labs-and-the-autonomous-finance-movement","name":"venturebeat.com","type":"other","credibility":3}],"severity":"medium"},{"content":"In August 2024, Spectral Labs announced the migration of investor tokens from foundational custody to institutional custody at Anchorage Digital, noting that the process would involve the movement of a 'substantial amount of funds.' The project committed to notifying the community in advance of the transfer. Community observers flagged this migration as a transparency event warranting scrutiny, though the project did not publish detailed on-chain addresses for community verification at the time. Additionally, the airdrop mechanics for Season 1 (launched May 6, 2024) distributed 8% of total supply (8 million SPEC) to 52,992 eligible addresses. While the community reception was initially positive, the project acknowledged that some eligible participants may have been excluded. The dramatic price decline from the November 2024 peak has generated persistent negative sentiment in crypto communities, with observers pointing to the high insider allocation, cliff vesting structure, and shallow liquidity as structural factors enabling rapid exit by well-positioned holders. The token's low turnover ratio and thin order books on remaining exchanges mean that even modest institutional sales can cause outsized price movements.","heading":"Community Concerns and Investor Token Migration","sources":[{"url":"https://blog.spectrallabs.xyz/spectralairdrop/","name":"blog.spectrallabs.xyz","type":"other","credibility":3},{"url":"https://www.bitget.com/news/detail/12560603996655","name":"bitget.com","type":"other","credibility":3},{"url":"https://coincub.com/price-prediction/spectral-spec-price-prediction/","name":"coincub.com","type":"other","credibility":3},{"url":"https://cryptorank.io/ico/spectral-finance","name":"cryptorank.io","type":"other","credibility":3}],"severity":"medium"},{"content":"AVOID.NET has categorized Spectral Labs with a ZachXBT source tag based on available intelligence at the time of intake. Note on source attribution: the on-chain investigator ZachXBT conducted a major May 2026 investigation into a project also trading under the ticker LAB — specifically 'The Lab Management Ltd.' (LABtrade, registered in the British Virgin Islands) — where ZachXBT alleged that insiders controlled approximately 95% of supply and coordinated a 350% pump-and-dump using Bitget as a primary venue. That investigation involved co-founders Vova Sadkov and Mark (operating as @LABtrade_ on X), and is a wholly distinct project from Spectral Labs (spectrallabs.xyz, SPEC token). Researchers and AVOID.NET editors should be aware that name or ticker confusion between these entities is possible. At the time of this investigation's publication, no standalone ZachXBT report specifically naming Spectral Labs (SPEC) was identified in indexed public sources. The trust score and severity assigned to this page reflect the verifiable structural risks in the SPEC tokenomics, the 99%+ price collapse, the Bybit exchange delistings, and the product-market fit concerns documented by independent reviewers — rather than a confirmed ZachXBT fraud allegation.","heading":"ZachXBT Flag and Investigator Attention","sources":[{"url":"https://www.theblock.co/post/401290/zachxbt-alleges-95-insider-control-of-lab-token-in-investigation-into-ai-terminals-6-billion-fdv-project","name":"theblock.co","type":"other","credibility":3},{"url":"https://www.cryptotimes.io/2026/05/14/zachxbt-alleges-95-lab-token-are-controlled-by-insiders/","name":"cryptotimes.io","type":"other","credibility":3},{"url":"https://news.bitcoin.com/zachxbt-lab-token-insider-control-bitget-investigation-2026/","name":"news.bitcoin.com","type":"other","credibility":3}],"severity":"medium"},{"content":"No SEC enforcement actions, CFTC proceedings, or criminal charges against Spectral Labs, its founders, or its affiliated entities have been identified in available public records as of May 2026. The SEC filings returned in searches under the name 'Spectral' relate to Spectral Capital Corporation, an unrelated publicly traded company. However, several risk vectors remain open. The SPEC token's classification as a security has not been tested under U.S. law. The Spectra Vault product, which accepts user deposits for AI-managed leveraged trading, may constitute an unregistered investment vehicle depending on how regulators interpret autonomous AI fund management. The project's incorporation in the United States combined with the absence of disclosed KYC/AML procedures for token holders and vault depositors represents a compliance gap that could attract regulatory attention as AI-driven financial products face increased scrutiny in the 2025-2026 regulatory environment.","heading":"Regulatory and Legal Exposure","sources":[{"url":"https://incrypted.com/en/spectral-labs-review/","name":"incrypted.com","type":"other","credibility":3},{"url":"https://www.spectrallabs.xyz/","name":"spectrallabs.xyz","type":"other","credibility":3}],"severity":"medium"}],"timeline":[{"date":"2021","event":"Spectral Labs founded by Sishir Varghese and Srikar Varadaraj with focus on on-chain credit scoring.","source":"","date_original":"2021-01-01"},{"date":"2022-08-24","event":"Spectral raises $23 million Series A led by General Catalyst and Social Capital, with participation from Samsung, Jump Capital, Franklin Templeton, and others.","source":""},{"date":"2023-11","event":"Spectral's Machine Intelligence Network launches on mainnet, marking the pivot toward an AI inference and agent economy.","source":"","date_original":"2023-11-01"},{"date":"2024-05-07","event":"SPEC token generation event (TGE). Token lists on MEXC Global. 8 million SPEC airdropped to 52,992 eligible addresses.","source":""},{"date":"2024-08","event":"Spectral announces Syntax V2 and the migration of investor tokens from foundational custody to Anchorage Digital institutional custody.","source":"","date_original":"2024-08-01"},{"date":"2024-11-30","event":"SPEC token reaches all-time high of approximately $18.48, coinciding with peak AI-crypto narrative momentum.","source":""},{"date":"2025-01-21","event":"Bybit delists SPEC/USDT spot trading pair, citing consistently low trading volumes and poor liquidity scores.","source":""},{"date":"2025-05","event":"Spectra Vault launches publicly on Hyperliquid exchange as an AI-operated autonomous trading vault.","source":"","date_original":"2025-05-01"},{"date":"2025-09","event":"17.3% token unlock event releases approximately $1.58 million worth of SPEC at prevailing prices, increasing sell pressure in an already thin market.","source":"","date_original":"2025-09-01"},{"date":"2025-10","event":"Bybit delists SPEC perpetual futures contracts, further reducing exchange coverage and liquidity.","source":"","date_original":"2025-10-01"},{"date":"2026-05-14","event":"ZachXBT publishes major investigation into a separate LAB token project (LABtrade / The Lab Management Ltd.), alleging 95% insider control. This project is distinct from Spectral Labs but potential name confusion between the two entities has been noted by researchers.","source":""},{"date":"2026-05-29","event":"SPEC trading at approximately $0.075, down more than 99.6% from all-time high. Market cap approximately $1.55 million.","source":""}],"sources_used":[{"url":"https://techcrunch.com/2022/08/24/spectral-raises-23m-to-help-create-web3-credit-scores/","name":"techcrunch.com","type":"other","archive_url":"http://web.archive.org/web/20260114032215/https://techcrunch.com/2022/08/24/spectral-raises-23m-to-help-create-web3-credit-scores/","credibility":3,"archive_timestamp":"2026-01-14T03:22:15+00:00"},{"url":"https://gritdaily.com/autonomous-ai-agents-on-blockchain-spectral-labs/","name":"gritdaily.com","type":"other","archive_url":"https://web.archive.org/web/20260829033549/https://gritdaily.com/autonomous-ai-agents-on-blockchain-spectral-labs/","credibility":3,"archive_timestamp":"2026-08-29T03:35:49+00:00"},{"url":"https://www.spectrallabs.xyz/","name":"spectrallabs.xyz","type":"other","archive_url":"http://web.archive.org/web/20260625130702/https://www.spectrallabs.xyz/","credibility":3,"archive_timestamp":"2026-06-25T13:07:02+00:00"},{"url":"https://theorg.com/org/spectral-finance/org-chart/sishir-varghese","name":"theorg.com","type":"other","archive_url":"http://web.archive.org/web/20251207014322/https://theorg.com/org/spectral-finance/org-chart/sishir-varghese","credibility":3,"archive_timestamp":"2025-12-07T01:43:22+00:00"},{"url":"https://www.generalcatalyst.com/stories/our-investment-in-spectral-building-programmable-creditworthiness","name":"generalcatalyst.com","type":"other","archive_url":"http://web.archive.org/web/20260515102527/https://www.generalcatalyst.com/stories/our-investment-in-spectral-building-programmable-creditworthiness","credibility":3,"archive_timestamp":"2026-05-15T10:25:27+00:00"},{"url":"https://www.fintechfutures.com/fintech-start-ups/web3-credit-scoring-start-up-spectral-raises-23m","name":"fintechfutures.com","type":"other","archive_url":null,"credibility":3,"archive_error":"error:no-request","archive_status":"unarchivable","archive_timestamp":null},{"url":"https://www.examinecrypto.com/post/spectral-an-onchain-agent-economy-raises-undisclosed-funding-from-stix","name":"examinecrypto.com","type":"other","archive_url":"http://web.archive.org/web/20260410151607/https://www.examinecrypto.com/post/spectral-an-onchain-agent-economy-raises-undisclosed-funding-from-stix","credibility":3,"archive_timestamp":"2026-04-10T15:16:07+00:00"},{"url":"https://www.coingecko.com/en/coins/spectral","name":"coingecko.com","type":"other","archive_url":"http://web.archive.org/web/20250714103937/https://www.coingecko.com/en/coins/spectral","credibility":3,"archive_timestamp":"2025-07-14T10:39:37+00:00"},{"url":"https://coinmarketcap.com/currencies/spectral/","name":"coinmarketcap.com","type":"other","archive_url":"http://web.archive.org/web/20260510120443/https://coinmarketcap.com/currencies/spectral/","credibility":3,"archive_timestamp":"2026-05-10T12:04:43+00:00"},{"url":"https://cryptorank.io/price/spectral-finance/vesting","name":"cryptorank.io","type":"other","archive_url":"https://web.archive.org/web/20260829030924/https://cryptorank.io/price/spectral-finance/vesting","credibility":3,"archive_timestamp":"2026-08-29T03:09:24+00:00"},{"url":"https://tokenomist.ai/spectral","name":"tokenomist.ai","type":"other","archive_url":"https://web.archive.org/web/20260829082605/https://tokenomist.ai/spectral","credibility":3,"archive_timestamp":"2026-08-29T08:26:05+00:00"},{"url":"https://announcements.bybit.com/en/article/delisting-of-memefi-raca-art-spec-xcad-and-myro-bltdbb463725cd37abc/","name":"announcements.bybit.com","type":"other","archive_url":"http://web.archive.org/web/20260218023402/https://announcements.bybit.com/en/article/delisting-of-memefi-raca-art-spec-xcad-and-myro-bltdbb463725cd37abc/","credibility":3,"archive_timestamp":"2026-02-18T02:34:02+00:00"},{"url":"https://coincub.com/price-prediction/spectral-spec-price-prediction/","name":"coincub.com","type":"other","archive_url":"http://web.archive.org/web/20260515200950/https://coincub.com/price-prediction/spectral-spec-price-prediction/","credibility":3,"archive_timestamp":"2026-05-15T20:09:50+00:00"},{"url":"https://incrypted.com/en/spectral-labs-review/","name":"incrypted.com","type":"other","archive_url":"https://web.archive.org/web/20260829115308/https://incrypted.com/en/spectral-labs-review/","credibility":3,"archive_timestamp":"2026-08-29T11:53:08+00:00"},{"url":"https://blog.spectral.finance/2024-roadmap/","name":"blog.spectral.finance","type":"other","archive_url":null,"credibility":3,"archive_error":"error:no-job","archive_status":"unarchivable","archive_timestamp":null},{"url":"https://mementoresearch.com/building-the-onchain-agent-economy-spectral-labs/","name":"mementoresearch.com","type":"other","archive_url":"http://web.archive.org/web/20260421202710/https://mementoresearch.com/building-the-onchain-agent-economy-spectral-labs","credibility":3,"archive_timestamp":"2026-04-21T20:27:10+00:00"},{"url":"https://venturebeat.com/business/democratizing-finance-spectral-labs-and-the-autonomous-finance-movement","name":"venturebeat.com","type":"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