← B2B Buyer Criteria Shift for AI
Cycle on Jun 15, 2026
Ran 6m 24s · 1 finding · 10 searches · 3 fetches
No events yet. The agent's first move will appear here in a moment.
Agent
I will list the open research threads for this topic to see if there are any specific questions, watches, or investigations we need to address or follow up on.
Listed threads
Agent
I will search the web for the current status of the GSA's GSAR 552.239-7001 AI procurement clause to see if it has been finalized or incorporated into MAS contracts, and if there have been any major revisions.
🔍 Search
"GSAR 552.239-7001" OR "Basic Safeguarding of Artificial Intelligence Systems" gsa
No results.
Agent
I see that there are several very recent resources (February to April 2026) regarding the GSA's GSAR 552.239-7001 AI clause. Let's do a search to see if it has been finalized since then (as we are in June 2026), or what the latest status of MAS Refresh 31 or the clause is.
🔍 Search
"GSAR 552.239-7001" ("final" OR "finalized" OR "MAS Refresh" OR "Refresh 31" OR "Refresh 32")
No results.
Agent
The LinkedIn result "GSA Drops Proposed AI Clause from MAS Refresh 32" from Dan Ramish looks incredibly interesting and highly relevant! Let's search specifically for the latest news on GSA dropping or delaying the clause from MAS Refresh 32, or search for Dan Ramish's update to see if it's true. Let's do a search on "GSA Drops Proposed AI Clause" or similar.
🔍 Search
"GSA" "GSAR 552.239-7001" OR "Basic Safeguarding" "Refresh 32" OR "Refresh 31"
No results.
Agent
Ah, let's fetch the LinkedIn post by Dan Ramish or search for what actually happened with MAS Refresh 32 and the AI clause. Let's do a search on `GSA Drops Proposed AI Clause` or `"GSA" "Refresh 32" "AI clause" OR "GSAR 552.239-7001"`. Let's search to see if they really dropped it, or if it was modified, or if the LinkedIn post is talking about something else. Let's do a search.
🔍 Search
"GSA" "Refresh 32" "AI clause" OR "GSAR 552.239-7001" OR "dan ramish"
No results.
Agent
Let's fetch the LinkedIn post by Dan Ramish because the title is "GSA Drops Proposed AI Clause from MAS Refresh 32". Let's fetch that page or see if there are other articles discussing GSA dropping or delaying the clause from MAS Refresh 32. Let's do a web search first on `GSA Drops Proposed AI Clause from MAS Refresh 32` to find other references, or let's fetch that LinkedIn URL if we can. Let's do a search on `"GSA" "Refresh 32" "dropped" OR "drops" OR "withdrawn" OR "delay" OR "delayed"` to see what else might be out there.
🔍 Search
"GSA" "Refresh 32" "dropped" OR "drops" OR "withdrawn" OR "delay" OR "delayed" "AI clause" OR "GSAR"
No results.
Agent
Let's fetch the LinkedIn post by Dan Ramish using `web_fetch` to see what he says. Let's see if we can read the content. Wait, the URL is:
`https://www.linkedin.com/posts/dan-ramish-8661923b_govcon-gsa-mas-activity-7458603317850644480-7RsX`
Let's fetch it!
📥 Fetch
https://www.linkedin.com/posts/dan-ramish-8661923b_govcon-gsa-mas-activity-7458603317850644480-7RsX
Agent
Ah, LinkedIn is not supported or it returned an error. Let's do a search to see if we can find other sources discussing "GSA Drops Proposed AI Clause from MAS Refresh 32" or if there is a blog post by Dan Ramish or his firm. Let's search for `Dan Ramish "GSA" "AI clause" OR "GSAR 552.239-7001"` or search for articles from other government contracting law blogs. Let's do a search.
🔍 Search
dan ramish gsa ai clause OR "Refresh 32" OR "GSAR 552.239-7001"
No results.
Agent
Let's search for "GSA Drops Proposed AI Clause" or "GSA drops AI Clause" or "GSA Refresh 32" "AI Clause" more broadly, or look for recent announcements on buy.gsa.gov about MAS Refresh 32. Let's do a search on `site:buy.gsa.gov "Refresh 32"` or `site:buy.gsa.gov "552.239-7001"` or `site:buy.gsa.gov "AI clause"`.
🔍 Search
site:buy.gsa.gov "Refresh 32" OR "552.239-7001" OR "AI clause" OR "Basic Safeguarding"
No results.
Agent
Ah, let's look at the result:
`Advanced Notice for MAS Refresh 32 and Upcoming Mass Modification` on `buy.gsa.gov`
Let's see if we can search for this post specifically using web_search or fetch it. Wait, the URL is:
`https://buy.gsa.gov/interact/public-post?ref=govcontractually.com`
Let's search for `"Advanced Notice for MAS Refresh 32" "buy.gsa.gov"` or `"Advanced Notice for MAS Refresh 32 and Upcoming Mass Modification"` on Google. Let's do a search.
🔍 Search
"Advanced Notice for MAS Refresh 32" OR "GSA" "Refresh 32" "AI clause" OR "GSAR 552.239-7001" OR "Basic Safeguarding"
No results.
Agent
Wow, the Gormley Group post from June 8, 2026: "GSA Schedule Refresh 32 Released - June 2026" is exactly what we need!
Let's fetch that page. The URL is:
`https://gormgroup.com/2026/06/08/gsa-schedule-refresh-32-released-june-2026/`
Let's fetch it to see what actually happened with MAS Refresh 32 and GSAR 552.239-7001!
📥 Fetch
https://gormgroup.com/2026/06/08/gsa-schedule-refresh-32-released-june-2026/
Agent
Wow, look at that!
The Gormley Group confirms:
- **On June 5, 2026, GSA began releasing Refresh 32 (Mass Mod A917)**.
- **GSAR 552.239-7001, Basic Safeguarding of Artificial Intelligence Systems has not been included in the new solicitation (Refresh 32)**. It was deferred to future refreshes! GSA announced they are still "finalizing a new clause addressing AI in Federal procurement."
- This is a major update. The thread ID `019ea647-76ed-77b8-a185-461a21c9b6f7` was watching for:
- "Track when the GSA officially finalizes and incorporates the GSAR 552.239-7001 (Basic Safeguarding of Artificial Intelligence Systems) clause into MAS contracts (Refresh 31 or later), and whether any major revisions were made to the 'American AI' or IP ownership provisions in response to industry pushback."
- This watch is active and has a trigger `GSA GSAR 552.239-7001`. Since Refresh 32 was *just* released on June 5, 2026, and GSA officially *deferred* / *dropped* the clause from Refresh 32 to finalize it further, this is a significant event. It shows that GSA has *not* finalized it yet, but rather delayed it again (first from Refresh 31, and now from Refresh 32). This is a vital update for federal contractors and enterprise buyers.
Let's do some more research to see what the industry pushback was and what the draft clause actually required, so we can write a highly comprehensive note and update our findings.
Let's search for the proposed terms of GSAR 552.239-7001 and the industry response.
We saw:
- `GSA's Proposed AI Clause: A Deep Dive into New Requirements for...` by Holland & Knight (March 2026)
- `Industry Response to Proposed GSAR Clause 552.239-7001...` by US Chamber of Commerce
- `Comments on proposed AI Clause, GSAR 552.239-7001` by Coalition for Government Procurement
Let's fetch the Holland & Knight article to understand the draft clause requirements (e.g., "American AI", IP ownership, data safeguarding).
The URL is:
`https://www.hklaw.com/en/insights/publications/2026/03/gsas-proposed-ai-clause-a-deep-dive`
Let's fetch it.
📥 Fetch
https://www.hklaw.com/en/insights/publications/2026/03/gsas-proposed-ai-clause-a-deep-dive
Agent
This is a goldmine of information! Let's review the key elements:
1. **The Proposed Clause (GSAR 552.239-7001)**: Released on March 6, 2026. Titled "Basic Safeguarding of Artificial Intelligence Systems".
2. **Highly Prescriptive & Controversial Provisions**:
- **"American AI Systems" Requirement**: Restricts use to systems "developed and produced in the United States," prohibiting "foreign AI systems ... including any AI components manufactured, developed, or controlled by non-U.S. entities." Extremely vague/restrictive definition of "produced".
- **Intellectual Property (IP) and Data Rights**: Expansive government ownership of all "Government Data" (both inputs like prompts and outputs like responses, analyses, metadata, synthetic data) and "Custom Developments." Automatically assigns IP rights to the government. Prohibits contractors from using government data to train, fine-tune, or improve AI models for any commercial purpose or other customer.
- **Service Provider Flowdown**: Prime contractors are directly liable for compliance of their commercial AI "Service Providers" (subcontractors, cloud providers, SaaS models).
- **"Unbiased AI Principles"**: Codifies performance standards requiring the AI to be "truthful," prioritize "historical accuracy, scientific inquiry, and objectivity," and operate as a "neutral, nonpartisan tool that does not manipulate responses in favor of ideological dogmas such as Diversity, Equity, Inclusion."
- **Performance Evaluation & Suspension**: Government can run automated assessments at any time and suspend AI system use for "performance issues."
- **Security**: 72-hour incident reporting, "eyes off" data handling, logical segregation of data, deletion certifications.
3. **Delay/Deferral History**:
- Originally intended to be introduced via **MAS Refresh 31** in late March/April 2026.
- Due to intense industry pushback and requests for extensions, GSA delayed it from Refresh 31 and extended the comment period to April 3, 2026, aiming to include it in **MAS Refresh 32** (slated for June 2026).
- Now, as of **June 8, 2026** (specifically, Refresh 32 was released on **June 5, 2026** under Mass Mod A917), GSA has **deferred the AI clause once again** to future refreshes. GSA announced they are still "finalizing a new clause addressing AI in Federal procurement and that GSAR 552.239-7001, Basic Safeguarding of Artificial Intelligence Systems has not been included in the new solicitation."
This is incredibly important and directly resolves our watch/thread! Let's double check if we have other threads or prior notes we should update.
Let's read the notes we currently have on the topic. I'll call `read_notes` to see what is already there.
Read prior notes
Agent
The note `gsa-american-ai-clause-gsar-552-239-7001` is already in our notes list! Let's read this note so we can update it in place.
Wait, let's look at the notes list to get the exact details.
Title: `GSA’s Proposed "American AI" Clause (GSAR 552.239-7001): A Sledgehammer for Federal and Enterprise AI Procurement`
Slug: `gsa-american-ai-clause-gsar-552-239-7001`
Let's fetch its content to see what was previously written, so we can update it appropriately.
Wait, how do we read a note's full markdown? The instructions say:
"Before modifying a file, read it first." Wait, `read_notes` returns the list of notes with slugs, titles, previews, etc. But how do we read the full body of a note?
Ah, let's see if there is another tool or if we can just update it using `write_note` (which overwrites/updates the existing note with that slug). Since we don't have a direct tool to read the full body of a specific note, let's search if there's any other tool. No, the available tools are:
- `list_threads`
- `read_notes` (returns list of notes with preview, slug, title, etc. — let's see if we can get the full body. The description of `read_notes` says: "List the current set of notes for a research topic. Returns slug, title, preview, updated_at, and source_count for each note so the cycle can reference prior findings without re-fetching them." It doesn't take a slug to return the full body).
- `web_search`
- `web_fetch`
- `write_note`
- `record_thread`
- `resolve_thread`
- `record_watch`
- `record_event`
- `finish_cycle`
Wait, since `read_notes` returns the list with previews and we can search for the slug or just update it, let's write an updated note for `gsa-american-ai-clause-gsar-552-239-7001` using the new information about GSA dropping/deferring it from MAS Refresh 32 on June 5, 2026. This is a very clean and direct update.
Let's do some more web research to see if there are other changes in enterprise procurement criteria or buying behavior in June 2026.
Let's search for:
- "enterprise software buying behavior 2026"
- "AI procurement framework 2026"
- "B2B software evaluation criteria AI 2026"
- "Gartner AI procurement 2026"
- "IDC AI procurement 2026"
Let's run a search.
🔍 Search
"enterprise software buying behavior" OR "AI procurement framework" OR "B2B software evaluation" freshness:year
No results.
Agent
Let's search for some other terms, such as:
- "Gartner" "AI procurement" 2026
- "IDC" "AI software evaluation" 2026
- "Forrester" "AI software buying" 2026
- "vendor consolidation" "enterprise software" 2026
Let's run a search.
🔍 Search
Gartner OR IDC OR Forrester "AI procurement" OR "AI software evaluation" OR "vendor consolidation" 2026
No results.
Agent
Ah, our web search budget is spent! That is absolutely fine, we have incredible data already.
Let's review what we have:
1. We have a specific open watch thread:
- ID: `019ea647-76ed-77b8-a185-461a21c9b6f7`
- Title: `Official finalization of GSA's GSAR 552.239-7001 AI Procurement Clause`
- Description: "Track when the GSA officially finalizes and incorporates the GSAR 552.239-7001 (Basic Safeguarding of Artificial Intelligence Systems) clause into MAS contracts (Refresh 31 or later), and whether any major revisions were made to the 'American AI' or IP ownership provisions in response to industry pushback."
- Outcome: On June 5, 2026, GSA officially released MAS Refresh 32 (Mass Mod A917). However, GSA officially **deferred** the AI clause once again! The clause GSAR 552.239-7001, Basic Safeguarding of Artificial Intelligence Systems, was *not* included in Refresh 32 as they are still "finalizing a new clause addressing AI in Federal procurement." This means the clause has *not* been finalized or incorporated yet.
- We should call `record_event` to report this. Since this is an ongoing watch or a one-shot watch? The thread says: `cardinality: one_shot`. However, since it has *not* been finalized yet, does it resolve? The thread watches for "when the GSA officially finalizes and incorporates...". Since they have *not* finalized it, but rather deferred it again, the watch is still open (we are still waiting for it to be finalized). But wait, does this count as a milestone event? Yes! We should record an event on it, and set `resolves: false` because it is *not* yet finalized (or we can keep it open). Let's check the parameters of `record_event`:
- `resolves`: true closes a one_shot watch; false keeps an ongoing one open.
- Since it's a one_shot watch but has *not* yet finalized (it was deferred), we should set `resolves: false` to keep tracking it, or we can record the event and keep it open. Let's record the event with `resolves: false` so that we keep watching for the actual finalization.
Let's write the note updating our findings on the GSA AI clause. Let's look at the existing note:
- Slug: `gsa-american-ai-clause-gsar-552-239-7001`
- Title: `GSA’s Proposed "American AI" Clause (GSAR 552.239-7001): A Sledgehammer for Federal and Enterprise AI Procurement`
Let's draft the body of the note with the updated details.
Wait, let's write the note first. The note must have:
- Title as the first `# ` heading.
- No YAML frontmatter.
- Concrete evidence, including the actual source(s) and 1-2 verbatim quotes kept with their links.
- Interpret what it means.
Let's look at the quotes we can use from the Holland & Knight article:
1. `"The General Services Administration (GSA) on March 6, 2026, released a draft of a significant new contract clause, GSAR 552.239-7001, titled "Basic Safeguarding of Artificial Intelligence Systems." This proposed clause, if adopted, will impose substantial and wide-ranging obligations on contractors providing artificial intelligence (AI) solutions to the government."` from [Holland & Knight](https://www.hklaw.com/en/insights/publications/2026/03/gsas-proposed-ai-clause-a-deep-dive)
2. `"First, GSA has announced that they are finalizing a new clause addressing AI in Federal procurement and that GSAR 552.239-7001, Basic Safeguarding of Artificial Intelligence Systems has not been included in the new solicitation."` from [Gormley Group](https://gormgroup.com/2026/06/08/gsa-schedule-refresh-32-released-june-2026/)
Let's structure the note beautifully to tell the story of the GSA AI clause's journey from its initial proposed draft in March 2026, through the intense industry pushback over its highly aggressive provisions (IP ownership, "American AI" requirements, and "Unbiased AI Principles"), its subsequent delay from MAS Refresh 31, and its recent second deferral from MAS Refresh 32 in June 2026.
Let's write this note using `write_note`. Let's use the slug `gsa-american-ai-clause-gsar-552-239-7001` to update the existing finding.
📝 Wrote finding
gsa-american-ai-clause-gsar-552-239-7001
Agent
Now let's record the event on the open watch thread `019ea647-76ed-77b8-a185-461a21c9b6f7` using `record_event`.
Wait, let's verify the parameters of `record_event`:
- `thread_id`: `019ea647-76ed-77b8-a185-461a21c9b6f7`
- `cycle_id`: `256b3000-49bd-42c6-bac2-893251bde465`
- `summary`: "GSA officially deferred the GSAR 552.239-7001 AI clause from MAS Refresh 32, which was released on June 5, 2026."
- `outcome`: "The clause was not finalized or incorporated, but rather deferred once again to a future refresh as GSA continues to finalize the terms."
- `resolves`: `false` (since the clause has *not* been finalized yet, we want to keep tracking it in future cycles).
- `salience`: `4` (high salience because it's a major regulatory shift that has been delayed again).
Let's do this!
other record_event
Agent
Excellent. The event has been recorded successfully, and since `resolves` was set to `false`, the watch remains open for future cycles to monitor when GSA officially finalizes this clause.
Let's review if there are other findings or updates we should make during this cycle. The brief covers:
- New procurement frameworks (e.g., GSA AI clause, which we updated).
- Shifting expectations around AI features (table stakes, integration depth, MCP).
- Analyst reports on buying behavior (Gartner/IDC).
- Vendor consolidation trends (platform consolidation, G2's acquisition of Capterra).
- Signals from buyer communities and review platforms.
Let's check if there are any other open threads. We called `list_threads` and it returned only one thread:
`Official finalization of GSA's GSAR 552.239-7001 AI Procurement Clause` (ID: `019ea647-76ed-77b8-a185-461a21c9b6f7`).
Since we have successfully updated the note for the GSA AI clause, recorded the event on the watch thread, and there are no other open threads, we are ready to finish the cycle.
Let's do a quick final check of our note update. The note was updated with slug `gsa-american-ai-clause-gsar-552-239-7001`. It beautifully captures the June 5, 2026 deferral of the clause in MAS Refresh 32, highlights the key friction points (IP rights, "American AI Systems", flowdown liability, and "Unbiased AI Principles"), and provides the exact sources and quotes.
I will now call `finish_cycle` to complete this research cycle.
other finish_cycle
Agent
I have completed the research cycle for topic `019e4704-d70e-72d3-beaa-91954e215b8c`.
### Summary of Findings & Actions in This Cycle
1. **GSA AI Clause Deferral (MAS Refresh 32)**:
* **The Event**: On June 5, 2026, the GSA officially released Multiple Award Schedule (MAS) **Refresh 32 (Mass Mod A917)**.
* **The Outcome**: The GSA has **officially deferred** the highly controversial and prescriptive AI procurement clause, **GSAR 552.239-7001 (Basic Safeguarding of Artificial Intelligence Systems)**, to a future refresh. It was not included in MAS Refresh 32 as they continue to finalize the terms.
* **Watch Update**: Recorded an event on the open watch thread (`019ea647-76ed-77b8-a185-461a21c9b6f7`) with `resolves: false` to keep tracking its finalization in future cycles.
* **Note Update**: Updated the existing note `[[gsa-american-ai-clause-gsar-552-239-7001]]` with the latest June 2026 data, detailing the friction points (IP rights, "American AI Systems" mandate, "Service Provider" flowdown liability, and "Unbiased AI Principles") and how they are shaping broader private enterprise AI procurement behavior.
This cycle successfully captured a vital regulatory shift and kept our live findings and tracking threads completely up-to-date.