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qm

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qm - AI workflow tool for builders for AI builders

Listing updated Aug 1, 2026

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What is qm?

qm is an AI builder tool for people who need a concrete workflow layer rather than another generic chatbot. OpenTools reviewed the public source at https://github.com/yc-software/qm. The source description says: Multiplayer agent harness for work. At review time, GitHub shows 2464 stars, 219 forks, and a latest push date of 2026-08-01. That source context matters because agent tooling changes quickly and teams need to know whether a project is active, inspectable, and specific enough to test. The main job is straightforward: qm helps teams with turns spoken instructions into coding-agent tasks; runs local-first workflows with less cloud dependency; monitors agent sessions so teams can review execution history; designed for claude code, codex, or similar coding agents; open-source repository with public code and issue tracking; builder-focused setup path for technical teams. A developer can evaluate it by starting with a small project, connecting the tool to the agent or model stack they already use, and measuring whether it removes a real bottleneck. The right test is not a broad promise about productivity. The right test is whether a task that used to require manual prompt writing, privacy review, session replay, or coding-agent coordination becomes easier to repeat. For builders, the strongest fit is controlled experimentation. qm can sit beside Claude Code, Codex, Hermes, local models, private repositories, or internal automation depending on the setup path described by the provider. It should be evaluated with normal engineering discipline: read the docs, inspect permissions, run it in a sandbox, and confirm where text, code, audio, session data, or prompts are processed. If the project is open source, also inspect recent commits, issues, and license terms before using it with private work. Pricing should be read in two layers. The reviewed source may be free, open source, or use contact-based access under MIT License, but connected infrastructure can still add cost. Model API calls, transcription, hosting, storage, analytics, team seats, or external SaaS accounts may be billed separately. For a fair comparison, estimate both the tool access cost and the cost of the systems it connects to. This prevents a free-looking workflow from becoming expensive once it runs at team scale. The main risk is maturity. New agent infrastructure often has incomplete docs, fast-changing APIs, and rough edges around security boundaries. Before adopting qm in production, confirm the current setup instructions, data handling model, authentication path, supported operating systems or runtimes, and any limits on commercial use. Teams with strict compliance needs should keep sensitive data out of untrusted tools until those details are verified. OpenTools classifies qm as a tool because the durable entity is software that users operate in an AI workflow. The buying decision is whether it solves one practical problem, connects cleanly to the current stack, and reduces enough repetitive work to justify setup and maintenance.

Verdict

Based on 3 video reviews

Use qm if you need structured quality management inside SAP to catch defects early, standardize processes, and stay compliant. Reviews say it helps ensure products meet required quality standards, reduces defects and rework, supports continuous monitoring of quality trends, and can improve customer satisfaction by identifying issues before they become bigger problems. It also supports supplier quality monitoring and keeps the latest approved quality documents available to the right users. Best for SAP-based manufacturers, warehouses, and regulated industries like pharmaceuticals and chemicals.

✓ Best for

  • •Non-QM asset utilization programs are for asset-rich borrowers who do not fit traditional agency income rules.
  • •Non-QM lenders often build asset utilization programs for asset-rich borrowers who do not fit inside the agency box.
  • •Non-QM asset-based income works best for retirees with substantial savings but limited social security or pension income.
  • •Non-QM asset-based income works best for self-employed business owners whose tax returns show low net income after deductions.
  • •Non-QM asset-based income works best for high net worth borrowers who hold most of their wealth in investment or retirement accounts.

✗ Not for

  • •Those who need non-qm rates are usually higher than agency rates
  • •Budget-conscious users who don't need pro features
  • •Those who need non-qm asset programs may require higher down payments and higher minimum credit scores

Pros

  • +Non-QM can generate much higher qualifying income from the same assets than agency programs.
  • +SAP QM helps ensure products meet required quality standards.
  • +SAP QM helps minimize customer complaints.
  • +SAP QM helps identify defects at the right stage.
  • +SAP QM helps maintain regulatory compliance.

Cons

  • −Non-QM rates are usually higher than agency rates.
  • −Non-QM can cost substantially more interest over time.
  • −Non-QM asset programs may require higher down payments and higher minimum credit scores.

qm's Top Features

Key capabilities that make qm stand out.

Asset utilization income calculation: Non-QM lenders have asset utilization programs that convert eligible assets into qualifying monthly income using their own guideline formula.

Non-qualified mortgage structure: Non-QM loans fall outside traditional agency guidelines and use different income calculations, documentation, and borrower profiles.

Eligible asset types: One non-QM asset utilization program may count 100 percent of checking, savings, and money market accounts, 100 percent of cash surrender value of life insurance, 90 percent of stocks, bonds, and mutual funds, 80 percent of retirement accounts for borrowers 59 and a half or older, and 70 percent of retirement accounts for younger borrowers.

month divisor: The featured non-QM asset utilization program divides eligible net assets by 60 months to determine qualifying monthly income.

Example qualifying income result: For a 65-year-old borrower with a 500000 dollar IRA, the program counts 80 percent of the IRA, subtracts 100000 dollars for down payment and closing costs, and divides the remaining 300000 dollars by 60 to produce 5000 dollars per month in qualifying income.

Broader asset eligibility: Non-QM programs may count a wider range of assets than agency programs, depending on the investor.

Haircut-based asset calculation: Non-QM programs often apply percentage haircuts to different asset categories and then divide by a shorter period to determine qualifying income.

Quality process management: SAP QM is a module within SAP ERP that focuses on managing quality-related processes in an organization.

Use Cases

Who benefits most from this tool.

AI coding teams

Evaluate qm as a focused layer around coding-agent workflows before wider team rollout.

Developers and technical founders

Test whether qm removes a specific manual step in daily AI-assisted development.

Explore Top AI Use Cases

Tags

ai-toolsdeveloper-toolsai-agentsworkflow-automationcoding-agentsopen-sourcevoice-codingagent-monitoring

qm's Pricing

Free plan available

Official access

Free

Free

  • Use the official source for current access details
  • Connected model APIs, transcription, hosting, storage, or SaaS accounts may add cost
  • Review terms and setup requirements before production use
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qm Limitations

Important caveats to consider before choosing qm.

⚠

Higher rates and often tougher down payment and credit score requirements

Is qm Safe?

QM appears reasonably safe to use for quality-management workflows based on the review evidence provided, but the evidence is mostly about operational quality benefits rather than product-security or privacy controls. In short: there are positive trust signals around compliance and process control, but there is no reviewer evidence here about data handling, encryption, model training, or past security incidents.
Privacy
SAP QM helps maintain regulatory compliance.
Privacy
Statistical process control in SAP QM helps identify patterns and abnormalities in quality data for proactive control.
Privacy
SAP QM helps with compliance to standards.
Privacy
SAP QM helps companies build trust through quality.
✓

On data privacy, the supplied reviews do not mention what data QM collects, how long it keeps data, whether customer data is used for AI training, or whether users can control retention or deletion. That means there is no evidence here confirming strong privacy safeguards, but also no reviewer-reported privacy abuse.

✓

On security features, no reviewer in the provided sources mentions encryption, access controls, audit logs, SSO, role-based permissions, or breach-response capabilities. Because of that, users should treat security posture as unverified from these reviews alone.

✓

A positive trust signal is that SAP QM was described as helping maintain regulatory compliance and compliance to standards, while also ensuring the latest approved quality documents are available to relevant users and that teams follow the latest process. Those claims suggest strong process governance and controlled documentation, which can support safer enterprise operations if implemented well. Source: “1. SAP QM Introduction” by SAP and Excel Simplified, https://youtu.be/WM_cumiURfA, segments 0:00-2:30 and 2:30-5:00.

✓

Another trust signal is that reviewers said SAP QM helps identify defects at the right stage, supports continuous monitoring of quality trends, and can detect abnormalities before they become major issues. That points to lower operational risk in manufacturing or warehouse settings, even though it is not the same as cybersecurity protection. Source: “1. SAP QM Introduction” by SAP and Excel Simplified, https://youtu.be/WM_cumiURfA, segments 0:00-2:30 and 2:30-5:00.

✓

Reviewers also said SAP QM supports supplier quality monitoring, standardizes processes, automates information flow, and reduces defects, rework, and customer complaints. These are useful reliability signals because they suggest the system is designed to create consistent, auditable quality workflows that businesses often associate with trustworthy enterprise software. Source: “1. SAP QM Introduction” by SAP and Excel Simplified, https://youtu.be/WM_cumiURfA, segments 0:00-2:30, 2:30-5:00, and 5:00-7:30.

✓

There are no reviewer-reported breaches, leaks, scams, or security incidents in the provided evidence. However, there is also no mention of formal certifications such as SOC 2, ISO 27001, GDPR support, HIPAA support, or other enterprise security attestations, so those safeguards remain unconfirmed from these sources.

qm Comparisons

How qm stacks up against its top competitors, based on expert reviews and real-world usage.

qm vs Non-QM vs QM / Fannie Mae

FeatureqmNon-QM vs QM / Fannie Mae
Asset-based qualifying income—A non-QM asset utilization program may count the same assets as much higher qualifying income than Fannie Mae.Source: Matt Jolivette - Associated Mortgage Brokers, Asset-Based Mortgages Explained (Fannie, Freddie, Non-QM), [0:00-2:30]

Bottom line

Overall winner: Depends, but non-QM appears stronger for flexibility and asset-based qualification. Based on the cited comparisons, non-QM wins when the priority is maximizing qualifying income from existing assets, since the reviewer says the same assets may generate much more qualifying income than under Fannie/Freddie-style QM alternatives, in some cases 3x to 5x more.Matt Jolivette - Associated Mortgage Brokers, [0:00-2:30; 10:00-12:30] That said, the evidence provided here frames the distinction mostly as different underwriting logic rather than an absolute hierarchy. So if you are comparing QM vs alternatives, the practical takeaway is: QM/agency options fit standardized borrower profiles, while non-QM may outperform them for borrowers whose assets support qualification better than traditional documentation does.Matt Jolivette - Associated Mortgage Brokers, [7:30-10:00]

qm vs Non-QM vs QM / Fannie, Freddie, FHA, VA

FeatureqmNon-QM vs QM / Fannie, Freddie, FHA, VA
Income calculation and documentation approachThe reviewer says non-QM uses different income calculations, documentation, and borrower profiles than Fannie, Freddie, FHA, and VA, indicating a structural difference rather than a universal winner.Source: Matt Jolivette - Associated Mortgage Brokers, Asset-Based Mortgages Explained (Fannie, Freddie, Non-QM), [7:30-10:00]The reviewer says non-QM uses different income calculations, documentation, and borrower profiles than Fannie, Freddie, FHA, and VA, indicating a structural difference rather than a universal winner.Source: Matt Jolivette - Associated Mortgage Brokers, Asset-Based Mortgages Explained (Fannie, Freddie, Non-QM), [7:30-10:00]

Bottom line

Overall winner: Depends, but non-QM appears stronger for flexibility and asset-based qualification. Based on the cited comparisons, non-QM wins when the priority is maximizing qualifying income from existing assets, since the reviewer says the same assets may generate much more qualifying income than under Fannie/Freddie-style QM alternatives, in some cases 3x to 5x more.Matt Jolivette - Associated Mortgage Brokers, [0:00-2:30; 10:00-12:30] That said, the evidence provided here frames the distinction mostly as different underwriting logic rather than an absolute hierarchy. So if you are comparing QM vs alternatives, the practical takeaway is: QM/agency options fit standardized borrower profiles, while non-QM may outperform them for borrowers whose assets support qualification better than traditional documentation does.Matt Jolivette - Associated Mortgage Brokers, [7:30-10:00]

qm vs Non-QM vs QM / Fannie and Freddie

FeatureqmNon-QM vs QM / Fannie and Freddie
Qualifying income for the same borrower/assets—In the example given, non-QM produces far more qualifying income than Fannie and Freddie for the same borrower and asset base.Source: Matt Jolivette - Associated Mortgage Brokers, Asset-Based Mortgages Explained (Fannie, Freddie, Non-QM), [7:30-10:00]

Bottom line

Overall winner: Depends, but non-QM appears stronger for flexibility and asset-based qualification. Based on the cited comparisons, non-QM wins when the priority is maximizing qualifying income from existing assets, since the reviewer says the same assets may generate much more qualifying income than under Fannie/Freddie-style QM alternatives, in some cases 3x to 5x more.Matt Jolivette - Associated Mortgage Brokers, [0:00-2:30; 10:00-12:30] That said, the evidence provided here frames the distinction mostly as different underwriting logic rather than an absolute hierarchy. So if you are comparing QM vs alternatives, the practical takeaway is: QM/agency options fit standardized borrower profiles, while non-QM may outperform them for borrowers whose assets support qualification better than traditional documentation does.Matt Jolivette - Associated Mortgage Brokers, [7:30-10:00]

qm vs Non-QM vs QM / agency alternatives

FeatureqmNon-QM vs QM / agency alternatives
Maximum income derived from the same assets—The same assets can produce roughly three to five times more qualifying income under non-QM depending on the program.Source: Matt Jolivette - Associated Mortgage Brokers, Asset-Based Mortgages Explained (Fannie, Freddie, Non-QM), [10:00-12:30]

Bottom line

Overall winner: Depends, but non-QM appears stronger for flexibility and asset-based qualification. Based on the cited comparisons, non-QM wins when the priority is maximizing qualifying income from existing assets, since the reviewer says the same assets may generate much more qualifying income than under Fannie/Freddie-style QM alternatives, in some cases 3x to 5x more.Matt Jolivette - Associated Mortgage Brokers, [0:00-2:30; 10:00-12:30] That said, the evidence provided here frames the distinction mostly as different underwriting logic rather than an absolute hierarchy. So if you are comparing QM vs alternatives, the practical takeaway is: QM/agency options fit standardized borrower profiles, while non-QM may outperform them for borrowers whose assets support qualification better than traditional documentation does.Matt Jolivette - Associated Mortgage Brokers, [7:30-10:00]

YouTube Reviews

3 videos

What creators say about qm

What Reviewers Say

1) *Asset

Based Mortgages Explained (Fannie, Freddie, Non-QM)* — Matt Jolivette - Associated Mortgage Brokers

Watch →

Matt Jolivette discusses non-QM mortgages, not SAP Quality Management. In his review, he says non-QM programs can calculate qualifying income from assets very differently than Fannie Mae and Freddie Mac, sometimes producing substantially higher qualifying income for the same borrower and assets (0:00–2:30, 7:30–10:00, 10:00–12:30). He also says these benefits come with tradeoffs, including usually higher rates, potentially much higher lifetime interest costs, and stricter down payment or credit

“

A non-QM asset utilization program may count the same assets as much higher qualifying income than Fannie Mae.” ([0:00–)

“

The same assets can produce three to five times more qualifying income under non-QM depending on the program.” ([10:00–)

“

Non-QM rates are usually higher than agency rates,” and non-QM asset programs “may require higher down payments and higher minimum credit scores.” ([10:00–)

2) *1. SAP QM Introduction*

SAP and Excel Simplified

Watch →

SAP and Excel Simplified presents SAP QM as a quality management module that helps companies meet quality standards, reduce defects, and support compliance (0:00–2:30, 5:00–7:30). The video also highlights proactive quality control features such as statistical process control, quality trend monitoring, supplier evaluation, and document management to ensure teams follow the latest approved processes (2:30–5:00).

“

SAP QM helps ensure products meet required quality standards,” “minimize customer complaints,” and “maintain regulatory compliance.” ([0:00–)

“

Statistical process control in SAP QM helps identify patterns and abnormalities in quality data for proactive control.” ([2:30–)

“

SAP QM supports better product quality,” “helps reduce defects,” “improves customer satisfaction,” and “helps reduce rework and cost.” ([5:00–)

3) *SAP EWM Quality Management (QM) Demo | Configuration, Inspection & Stock Processing | MANS NAGAR*

Learn with Mans

Watch →

Learn with Mans frames QM in SAP EWM as an important warehouse business process. In the extracted review data, the video specifically presents QM as highly important in warehouse operations, though the available facts do not include a longer evaluative pros/cons summary beyond that point (0:00–2:30). --- Most reviewers discussing SAP QM describe it positively, emphasizing quality control, defect reduction, compliance support, supplier monitoring, standardized processes, and proactive issue detec

“

QM is presented as a very important business process in the warehouse.” ([0:00–)

User Reviews

Share your thoughts

If you've used this product, share your thoughts with other builders

Recent reviews

Frequently Asked Questions

Video-sourced answers
What is QM used for?video
QM is used for quality management and inspection workflows. In SAP-focused examples, it helps companies ensure products meet quality standards and regulatory requirements, manage inspections for manufactured goods before shipment, and control inbound warehouse quality checks.
Who is QM best for?video
QM is best for companies that need structured quality management processes, especially in manufacturing and warehouse operations. Review examples specifically mention industries like pharmaceuticals and chemicals, as well as warehouses handling medicines and syrups.
Can QM handle warehouse quality inspection?video
Yes. Reviews describe QM being used in warehouse operations for inbound delivery quality inspection, testing received products, and separating rejected stock so it can be returned.
Can QM support sample-based inspections instead of checking every item?video
Yes. One review explains that SAP QM supports sample-based inspection, which means teams can inspect selected units rather than every produced item.
What happens if products fail inspection in QM?video
Rejected products can be separated from acceptable stock after quality testing. In the warehouse example, failed items are handled as rejected stock and prepared for return.
Can QM be used for regulated products like medicines?video
Yes. Reviews describe QM being applied in warehouse processes for medicines and syrups, and they also mention industries such as pharmaceuticals and chemicals where quality control is important.
How do teams get started with QM in warehouse operations?video
A common starting point is using QM in the inbound process when products are received into the warehouse. Reviews describe this as an early integration point for testing incoming goods before they move further into stock processing.
Does QM inspect every product automatically?video
Not necessarily. Review data says QM can support sample-based inspection, so the process does not always require checking every single item.
What is the main advantage of QM?video
The main advantage is structured quality control inside operational workflows. Based on the reviews, QM helps standardize inspection, support compliance needs, and manage acceptance or rejection decisions for incoming or manufactured products.

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