Brightwave

B
Brightwave AI Platforms, Research & Intelligence

Brightwave built an AI research platform for hedge funds, asset managers, private equity and wealth firms; its website now describes an agent infrastructure company centred on Tidebreak, an open-source desktop agent application.

www.brightwave.io ↗
5.05
GAII Score Watch Under Evaluation As of Oct 2026
HeadquartersBoulder, CO
Founded2023
CategoryAI Platforms, Research & Intelligence
Score Breakdown Product Capability6.6AI & Technology6.4Data & Content3.9Workflow Fit4.6Enterprise Readiness3.4Commercial Value4.6
Current Analyst View

Brightwave was an investment research company. Founded in 2023 by Mike Conover, who co-created Databricks' Dolly, and Brandon Kotara, formerly CTO of LedgerX, Brightwave raised $21m from Decibel, Point72 Ventures and OMERS Ventures to build AI research agents for investment professionals. In the first half of 2026 it shipped quickly: thirteen client surfaces, Office agents, desktop and mobile apps.

The public evidence now points to a pivot. The website describes "an agent infrastructure company", the research application's login redirects to that homepage, Brandon Kotara is listed as Founder and CEO, and the company's open-source Tidebreak release of 25 September 2026 was described as its last. No product posts have appeared since June. We did not locate any company announcement of a pivot, wind-down or change of leadership.

We lower the rating to Niche/Watch, at 5.05, and keep the outlook Under Evaluation. This Rating Review applies the full sub-criteria standard used for every company covered since October to the research platform as last documented, and replaces the 6.21 Emerging rating; our 20 October coverage update had already moved the outlook from Softening to Under Evaluation. Under that standard, claims without method do not lift a score and controls not located score low. The largest moves are in Commercial Value, now 4.58, where the trial and pricing can no longer be confirmed on the company site, and in Enterprise Readiness, now 3.36, where vendor viability and support are now the main questions. We located no company statement or other material news since that update. Existing users should confirm support, data export and deletion commitments before renewing.

Strengths

  • Technical founders. Mike Conover co-created Databricks' Dolly and led machine-learning teams at LinkedIn and Workday; Brandon Kotara was CTO of the regulated exchange LedgerX.
  • Shipping pace in 2026. Twenty-five product releases between January and June 2026, including thirteen client surfaces, Office agents and desktop apps.
  • Security engineering. Detailed public write-ups on sandboxed agent computers, credential-swapping egress proxies and prompt-injection defences.
  • Model flexibility. Models from OpenAI, Anthropic and Google with automatic failover and user selection.
  • Citations. Sentence-level attribution with bounding boxes on the source passage.

Cautions

  • Product continuity. The website now describes an agent infrastructure company and the research application's login redirects to the homepage.
  • Leadership. Brandon Kotara is listed as Founder and CEO; Mike Conover, chief executive through 2025, is no longer listed.
  • Funding. No financing has been located since the $15m Series A in October 2024.
  • Data retention. Users should confirm how long their documents are retained and how deletion is evidenced; the DPA keeps data as long as necessary.
  • Enterprise evidence. Only "SOC 2 compliant" language was located; SSO, deployment options and information-barrier controls were not.
  • Content. Quartr is the only licensed data partner named.
Score History 6.2Oct 20265.1Oct 2026
GAII Intelligence Matrix™

Market & Innovation Strength vs. Investment Utility — this company plotted against its category peers. Click a dot to open that company's profile.

LEADERSESTABLISHED SOLUTIONSINNOVATORSEMERGINGMarket & Innovation Strength →Investment Utility →Aiera — Market & Innovation Strength 6.72, Investment Utility 6.81AieraAlphaSense — Market & Innovation Strength 8.1, Investment Utility 8.42AlphaSenseBehavox — Market & Innovation Strength 6.91, Investment Utility 7.36BehavoxBestEx Research — Market & Innovation Strength 6.64, Investment Utility 6.9BestEx ResearchEndex — Market & Innovation Strength 6.02, Investment Utility 6.48EndexFinster AI — Market & Innovation Strength 6.85, Investment Utility 6.43Finster AIHadrius — Market & Innovation Strength 6.32, Investment Utility 6.72HadriusHebbia — Market & Innovation Strength 7.43, Investment Utility 7.63HebbiaKadoa — Market & Innovation Strength 6.67, Investment Utility 6.55KadoaLinqAlpha — Market & Innovation Strength 6.86, Investment Utility 6.33LinqAlphaModel ML — Market & Innovation Strength 7.93, Investment Utility 7.43Model MLNorm Ai — Market & Innovation Strength 6.67, Investment Utility 6.35Norm AiReflexivity — Market & Innovation Strength 6.25, Investment Utility 6.63ReflexivityRogo — Market & Innovation Strength 8, Investment Utility 7.36RogoSamaya AI — Market & Innovation Strength 6.95, Investment Utility 7.18Samaya AIShortcut — Market & Innovation Strength 6.78, Investment Utility 5.51ShortcutSmarsh — Market & Innovation Strength 6.33, Investment Utility 7.31SmarshTheta Lake — Market & Innovation Strength 6.83, Investment Utility 7.53Theta LakeBrightwave — Market & Innovation Strength 4.87, Investment Utility 5.18Brightwave (this company)
LEADERSESTABLISHED SOLUTIONSINNOVATORSEMERGINGMarket & Innovation Strength →Investment Utility →Aiera — Market & Innovation Strength 6.72, Investment Utility 6.81AieraAlphaSense — Market & Innovation Strength 8.1, Investment Utility 8.42AlphaSenseBehavox — Market & Innovation Strength 6.91, Investment Utility 7.36BehavoxBestEx Research — Market & Innovation Strength 6.64, Investment Utility 6.9BestEx ResearchEndex — Market & Innovation Strength 6.02, Investment Utility 6.48EndexFinster AI — Market & Innovation Strength 6.85, Investment Utility 6.43Finster AIHadrius — Market & Innovation Strength 6.32, Investment Utility 6.72HadriusHebbia — Market & Innovation Strength 7.43, Investment Utility 7.63HebbiaKadoa — Market & Innovation Strength 6.67, Investment Utility 6.55KadoaLinqAlpha — Market & Innovation Strength 6.86, Investment Utility 6.33LinqAlphaModel ML — Market & Innovation Strength 7.93, Investment Utility 7.43Model MLNorm Ai — Market & Innovation Strength 6.67, Investment Utility 6.35Norm AiReflexivity — Market & Innovation Strength 6.25, Investment Utility 6.63ReflexivityRogo — Market & Innovation Strength 8, Investment Utility 7.36RogoSamaya AI — Market & Innovation Strength 6.95, Investment Utility 7.18Samaya AIShortcut — Market & Innovation Strength 6.78, Investment Utility 5.51ShortcutSmarsh — Market & Innovation Strength 6.33, Investment Utility 7.31SmarshTheta Lake — Market & Innovation Strength 6.83, Investment Utility 7.53Theta LakeBrightwave — Market & Innovation Strength 4.87, Investment Utility 5.18Brightwave (this company)
LEADERSESTABLISHED SOLUTIONSINNOVATORSEMERGINGMarket & Innovation Strength →Investment Utility →Aiera — Market & Innovation Strength 6.72, Investment Utility 6.81AieraAlphaPai — Market & Innovation Strength 6.05, Investment Utility 6.13AlphaPaiAlphaSense — Market & Innovation Strength 8.1, Investment Utility 8.42AlphaSenseBoosted.ai — Market & Innovation Strength 6.47, Investment Utility 6.78Boosted.aiDaloopa — Market & Innovation Strength 6.73, Investment Utility 7DaloopaEndex — Market & Innovation Strength 6.02, Investment Utility 6.48EndexFactSet — Market & Innovation Strength 6.95, Investment Utility 6.8FactSetFinster AI — Market & Innovation Strength 6.85, Investment Utility 6.43Finster AIFiscal.ai — Market & Innovation Strength 6.07, Investment Utility 5.71Fiscal.aiHebbia — Market & Innovation Strength 7.43, Investment Utility 7.63HebbiaHudson Labs — Market & Innovation Strength 5.57, Investment Utility 5.88Hudson LabsLinqAlpha — Market & Innovation Strength 6.86, Investment Utility 6.33LinqAlphaLSEG — Market & Innovation Strength 6.43, Investment Utility 6.32LSEGM Science — Market & Innovation Strength 5.83, Investment Utility 7.12M ScienceModel ML — Market & Innovation Strength 7.93, Investment Utility 7.43Model MLPinegap — Market & Innovation Strength 5.24, Investment Utility 5.62PinegapPortrait Analytics — Market & Innovation Strength 5.78, Investment Utility 7.13Portrait AnalyticsRavenPack / Bigdata.com — Market & Innovation Strength 6.68, Investment Utility 6.37RavenPack / Bigdata.comReflexivity — Market & Innovation Strength 6.25, Investment Utility 6.63ReflexivityRogo — Market & Innovation Strength 8, Investment Utility 7.36RogoS&P Global Market Intelligence — Market & Innovation Strength 7.17, Investment Utility 6.92S&P Global Market IntelligenceSamaya AI — Market & Innovation Strength 6.95, Investment Utility 7.18Samaya AIShortcut — Market & Innovation Strength 6.78, Investment Utility 5.51ShortcutYipitData — Market & Innovation Strength 6.47, Investment Utility 7.13YipitDataBrightwave — Market & Innovation Strength 4.87, Investment Utility 5.18Brightwave (this company)
LEADERSESTABLISHED SOLUTIONSINNOVATORSEMERGINGMarket & Innovation Strength →Investment Utility →Aiera — Market & Innovation Strength 6.72, Investment Utility 6.81AieraAlphaPai — Market & Innovation Strength 6.05, Investment Utility 6.13AlphaPaiAlphaSense — Market & Innovation Strength 8.1, Investment Utility 8.42AlphaSenseBoosted.ai — Market & Innovation Strength 6.47, Investment Utility 6.78Boosted.aiDaloopa — Market & Innovation Strength 6.73, Investment Utility 7DaloopaEndex — Market & Innovation Strength 6.02, Investment Utility 6.48EndexFactSet — Market & Innovation Strength 6.95, Investment Utility 6.8FactSetFinster AI — Market & Innovation Strength 6.85, Investment Utility 6.43Finster AIFiscal.ai — Market & Innovation Strength 6.07, Investment Utility 5.71Fiscal.aiHebbia — Market & Innovation Strength 7.43, Investment Utility 7.63HebbiaHudson Labs — Market & Innovation Strength 5.57, Investment Utility 5.88Hudson LabsLinqAlpha — Market & Innovation Strength 6.86, Investment Utility 6.33LinqAlphaLSEG — Market & Innovation Strength 6.43, Investment Utility 6.32LSEGM Science — Market & Innovation Strength 5.83, Investment Utility 7.12M ScienceModel ML — Market & Innovation Strength 7.93, Investment Utility 7.43Model MLPinegap — Market & Innovation Strength 5.24, Investment Utility 5.62PinegapPortrait Analytics — Market & Innovation Strength 5.78, Investment Utility 7.13Portrait AnalyticsRavenPack / Bigdata.com — Market & Innovation Strength 6.68, Investment Utility 6.37RavenPack / Bigdata.comReflexivity — Market & Innovation Strength 6.25, Investment Utility 6.63ReflexivityRogo — Market & Innovation Strength 8, Investment Utility 7.36RogoS&P Global Market Intelligence — Market & Innovation Strength 7.17, Investment Utility 6.92S&P Global Market IntelligenceSamaya AI — Market & Innovation Strength 6.95, Investment Utility 7.18Samaya AIShortcut — Market & Innovation Strength 6.78, Investment Utility 5.51ShortcutYipitData — Market & Innovation Strength 6.47, Investment Utility 7.13YipitDataBrightwave — Market & Innovation Strength 4.87, Investment Utility 5.18Brightwave (this company)

Coverage history

2 notes · ratings as published in each note
DateNoteRating · ScoreOutlook
21 Oct 2026Coverage Update Latest
GAII-IC-2026-039
Watch · 5.05Under EvaluationLog in
20 Oct 2026Coverage Update
GAII-IC-2026-009
Emerging · 6.21Under EvaluationLog in