Brightwave: Coverage Update — 21 Oct 2026
Coverage history
2 notes · ratings as published in each note| Date | Note | Rating · Score | Outlook | |
|---|---|---|---|---|
| 21 Oct 2026 | Coverage Update This note GAII-IC-2026-039 | Watch · 5.05 | Under Evaluation | Log in |
| 20 Oct 2026 | Coverage Update GAII-IC-2026-009 | Emerging · 6.21 | Under Evaluation | Log in |
Why Coverage Is Under Evaluation
Brightwave was rated on the strength of its investment research platform. Between June and October 2026 the company's public presence changed in ways that bring the availability of that platform into question. We record what we observed and place the rating Under Evaluation until the company confirms its position.
What we observed
- Website: brightwave.io now describes "an agent infrastructure company" and links only to Tidebreak; former product and pricing pages no longer resolve.
- Application: the research application's login address redirects to the homepage, with no shutdown notice.
- Leadership: the About page lists Brandon Kotara as Founder and CEO; Mike Conover is no longer listed.
- Releases: Tidebreak 1.0 (25 September 2026) was described as "the last release from Brightwave"; no product posts since 19 June 2026.
What it means for buyers
- Existing users: request written confirmation of support, data export and deletion before renewal.
- Prospective buyers: we do not recommend starting an evaluation until the company confirms the product's status.
- Alternatives: see Section 1 for comparable vendors in our coverage.
We did not locate any announcement of a pivot, acquisition, wind-down or leadership change, and our observations rest on changes to the company's own websites and code repositories. We have asked the company to confirm its position and will update this note on its response.
Strengths
The following are the capabilities and characteristics that, in our assessment, most distinguish Brightwave within the AI Research & Intelligence market. Each is drawn from publicly documented product capability, published interviews with management, or independent hands-on review.
- 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
The following are factors that prospective clients should weigh, and areas where our public review did not find sufficient evidence to reach a settled view. Several are common across vendors at this stage of the market and are not specific to Brightwave. We encourage prospective clients to raise each of them directly with the company; we have done the same, and will update this note as answers arrive.
- Product continuity: The website now describes an agent infrastructure company and the research application's login redirects to the homepage. Existing users should obtain written confirmation of support, roadmap and data-export rights.
- Leadership: Brandon Kotara is listed as Founder and CEO; Mike Conover, chief executive through 2025, is no longer listed. No announcement was located.
- 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.
Company Profile
Brightwave Inc. was founded in 2023 by Mike Conover and Brandon Kotara and was based in Boulder, Colorado, with a New York presence. It raised a $6m seed led by Decibel Partners with Point72 Ventures and Moonfire Ventures in June 2024, and a $15m Series A led by Decibel with OMERS Ventures in October 2024.
Its research platform served customers it described as representing over $120bn in assets, from RIAs to a $20bn crossover hedge fund, and received a TIME Best Inventions special mention in 2024. In September 2026 its open-source desktop application, Tidebreak, reached version 1.0, described as the last release from Brightwave, with development moving to an engineer's personal repository.

| Legal entity | Brightwave Inc. |
| Founded | 2023 |
| Founders | Mike Conover; Brandon Kotara |
| Headquarters | Boulder, CO (New York presence) |
| Headcount | Not disclosed |
| Disclosed funding | $21m: $6m seed; $15m Series A (Decibel) |
| Valuation | Not disclosed |
| Revenue | Not disclosed |
| Clients | Unnamed; $120bn+ AUM represented (2024) |
| Status | Site repositioned to agent infrastructure (2026) |
| Open source | Tidebreak 1.0, 25 September 2026 |
| Recognition | TIME Best Inventions 2024, special mention |
Company-reported figures are shown as such and are not independently verified. Verification is carried into the vendor questionnaire.
Score Summary
The dimension scores below describe the research platform as last documented in mid-2026, re-scored to the full sub-criteria standard on 21 October 2026. They will be withdrawn or revised once its status is confirmed.

| DIMENSION | WEIGHT | SCORE | ASSESSMENT |
| 1. Product Capability | 20% | 6.58 | Broad agentic product through June 2026; availability now unconfirmed. |
| 2. AI & Technology | 20% | 6.42 | Strong engineering and multi-model design; no published evaluation; releases stopped after June. |
| 3. Data & Content | 17.5% | 3.92 | One licensed partner (Quartr). |
| 4. Investment Workflow Fit | 17.5% | 4.58 | Office and desktop surfaces; support status unclear. |
| 5. Enterprise Readiness | 15% | 3.36 | Limited evidence; vendor viability now the main question. |
| 6. Commercial Value | 10% | 4.58 | Trial and pricing no longer confirmable on the company site. |
| GAII OVERALL SCORE | 100% | 5.05 | Niche/Watch; coverage Under Evaluation. |
Open Questions
These are the areas where our public review did not find sufficient evidence to form a settled view. We have put them to the company and will update this note when they are answered. Prospective clients may find them a useful agenda for their own evaluation call.
- Whether the investment research product is still sold and supported, and for how long.
- The date and circumstances of the leadership change.
- Data-export and deletion arrangements for existing users.
- Whether Brightwave has been acquired, recapitalised or is winding down the research business.
- The relationship between Brightwave and Tidebreak going forward.
- Current headcount and runway.
Appendix — Sources and Coverage
Rating Review outside the quarterly cycle, applying the full sub-criteria standard after the 20 October coverage update. This note will be revised when the company confirms the status of its research product.
Sources. Brightwave website (homepage, about, blog, security, DPA), application and documentation sites (October 2026); GitHub brightwave-inc/tidebreak releases and pull requests (September 2026); Tidebreak website; Business Wire releases (June 2024 to August 2025); TechCrunch and BizWest (October 2024); Decibel (June 2024); Quartr (February 2025); Apple App Store listing. Peer scores as published on the GAII Intelligence page, 21 October 2026.
Verification status. This Rating Review is prepared from public information observed on 21 October 2026. No company statement was available at publication.
Important Disclosures
Copyright and distribution
© 2026 GAII Institute. All rights reserved. GAII Intelligence and GAII Intelligence Matrix are marks of GAII Institute. This publication is licensed to the named recipient and may not be reproduced, redistributed, republished, posted, transmitted or made available to any other person, in whole or in part, in any form or by any means, without the prior written permission of GAII Institute. Requests for permission, including requests by covered companies to reprint or distribute a note about themselves, should be sent to intelligence@gaiiinstitute.com.
Nature of this publication
This publication consists of the opinions of the GAII Intelligence research team as at the date shown and is subject to change without notice. It should not be construed as a statement of fact. While the information contained in it has been obtained from sources believed to be reliable, GAII Institute disclaims all warranties, express or implied, as to the accuracy, completeness or adequacy of that information. Ratings and scores are analytical opinions and are not a guarantee of any vendor's performance, viability or suitability.
Not investment, legal or procurement advice
Although GAII Intelligence research may address commercial, legal and financial matters, GAII Institute does not provide investment, legal or accounting advice, and this publication should not be construed or used as such. It is not a recommendation to buy, sell or hold any security or private interest, and it is not a substitute for the reader's own evaluation, diligence and procurement process.
Independence and objectivity
GAII Intelligence ratings are not for sale. No fee, sponsorship, membership, conference participation or other commercial relationship influences a rating, a score or a position on the GAII Intelligence Matrix, and analysts are not compensated on the basis of vendor relationships. Research is produced independently by the GAII Intelligence research team without input or influence from any third party. Covered companies receive a factual-accuracy review before publication; they may correct factual errors and may not alter analysis, scores or wording.
Methodology
The GAII Intelligence Framework scores every company in coverage on six dimensions, each built from sub-criteria. Evidence is weighted in descending order: verifiable primary evidence such as attestations, contracts, published documentation and named references; then the company's completed GAII questionnaire and analyst briefing; then public secondary sources. Claims that cannot be corroborated are recorded as company-reported and do not raise a score.
| 1. Product Capability | 20% | What the product does: workflow breadth, output quality, agentic autonomy, usability, fidelity of deliverables, configurability. |
| 2. AI & Technology | 20% | How it is built: model strategy and provider dependency, retrieval and reasoning, citation fidelity, published evaluation, engineering depth, shipping velocity. |
| 3. Data & Content | 17.5% | What it knows: filings and transcripts, expert content, broker research, consensus data, client-material ingestion, coverage and auditability. |
| 4. Investment Workflow Fit | 17.5% | How it fits the process: buy-side design, idea generation, monitoring, modelling, delivery surfaces, adoption support. |
| 5. Enterprise Readiness | 15% | Whether it can be bought: certifications, deployment, data governance, access control, compliance, vendor viability, support. |
| 6. Commercial Value | 10% | Whether it is worth it: price transparency, total cost of ownership, value against the alternative, contract flexibility, return evidence, pricing alignment. |
Rating bands
| 8.5 – 10.0 | Leader | Category-defining capability with the platform maturity to support standardisation across a firm. |
| 7.5 – 8.4 | Strong | Suitable for enterprise deployment following normal diligence. |
| 6.5 – 7.4 | Established | Credible for targeted deployment, with specific areas to clarify during evaluation. |
| 5.5 – 6.4 | Emerging | Well suited to pilot deployment while particular capabilities continue to develop. |
| Below 5.5 | Specialist | Deliberately narrow functional focus, or areas we are still evaluating. |
Outlook definitions: Improving — we expect the overall score to rise at the next review on evidence already visible. Stable — no directional change expected within two review cycles. Softening — we expect the score to decline on competitive, commercial or execution evidence. Under Evaluation — material questions remain open; the score may move in either direction once they are resolved.
Matrix construction: Investment Utility (horizontal) = Product Capability × 0.40 + Data & Content × 0.30 + Investment Workflow Fit × 0.30. Market & Innovation Strength (vertical) = AI & Technology × 0.40 + Enterprise Readiness × 0.35 + Momentum × 0.25, where Momentum is a separate 0–10 assessment of capital position, traction, growth and strategic backing. Quadrant boundaries sit at 7.50 on both axes for the current cohort and are restated at each quarterly review.
Relationship Disclosure
GAII Institute organises the annual Generative AI in Investment Management (GAIIM) conference, at which companies covered in this universe may appear as speakers, exhibitors or sponsors. No relationship between GAII Institute and Brightwave Inc. was identified at the date of this note.
Important Disclosures
Copyright and distribution. © 2026 GAII Institute. All rights reserved. GAII Intelligence and GAII Intelligence Matrix are marks of GAII Institute. This publication is licensed to the named recipient and may not be reproduced, redistributed, republished, posted, transmitted or made available to any other person, in whole or in part, in any form or by any means, without the prior written permission of GAII Institute.
Nature of this publication. This publication consists of the opinions of the GAII Intelligence research team as at the date shown and is subject to change without notice. It should not be construed as a statement of fact. While the information contained in it has been obtained from sources believed to be reliable, GAII Institute disclaims all warranties, express or implied, as to the accuracy, completeness or adequacy of that information. Ratings and scores are analytical opinions and are not a guarantee of any vendor's performance, viability or suitability.
Not investment, legal or procurement advice. Although GAII Intelligence research may address commercial, legal and financial matters, GAII Institute does not provide investment, legal or accounting advice, and this publication should not be construed or used as such. It is not a recommendation to buy, sell or hold any security or private interest, and it is not a substitute for the reader's own evaluation, diligence and procurement process.
Independence and objectivity. GAII Intelligence ratings are not for sale. No fee, sponsorship, membership, conference participation or other commercial relationship influences a rating, a score or a position on the GAII Intelligence Matrix, and analysts are not compensated on the basis of vendor relationships. Covered companies receive a factual-accuracy review before publication; they may correct factual errors and may not alter analysis, scores or wording.
Use in artificial intelligence systems. This publication may not be used as input into, or for the training, fine-tuning or development of, any generative artificial intelligence model, machine learning system, algorithm, software or related technology.
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