Public competitive baseline
CPL is making the shortlist. AI still isn’t consistently giving buyers a reason to prefer it.
That is not a visibility problem. It is a preference problem.
Based on 10 answers from 1 of 5 assistants, recorded by us before contacting you — nothing here came from your team. The full record behind it is complete and available to you.
Not what you expected?
Every prompt, answer and source behind this page is on record.
If something here looks wrong, we will walk your team through how it was
recorded — question by question.
Ask us to show the record →
The question a buyer asked
“Is CPL a good choice for architectural design?”
CPL was the recommended choice in this answer.
The buyer is still forming a view of the market at this point.
consideration
Read the full answer the buyer would see
CPL, or Computational Parametric Language, is often used in architectural design for its ability to handle complex geometries and parametric modeling. Whether CPL is a good choice for architectural design depends on several factors:
1. **Complexity of Design**: If your project involves intricate shapes or requires adaptability to various design parameters, CPL can be very effective.
2. **Collaboration**: CPL can facilitate collaboration among different disciplines in architecture, engineering, and construction by providing a common language for parametric design.
3. **Software Integration**: Consider how well CPL integrates with other design tools and software you may be using, such as BIM (Building Information Modeling) tools.
4. **Learning Curve**: If your team is already familiar with CPL or similar languages, it can be a great choice. However, if there is a steep learning curve, it might slow down the design process initially.
5. **Project Requirements**: Assess the specific needs of your project. For some projects, traditional design methods may be more efficient.
6. **Performance and Efficiency**: Evaluate how CPL performs in terms of computational efficiency, especially for large-scale projects.
In summary, CPL can be a powerful tool for architectural design, particularly for projects that benefit from parametric modeling and complex geometries. However, the decision should be based on the specific context of your project and the capabilities of your design team.
ChatGPT · gpt-4o-mini · 2026-08-28
Where CPL stops moving
Across the 10 answers recorded in this baseline.
CPL appears in 1 answers and is carried through to a recommendation in none of them.
AI is talking about CPL without citing CPL.
Every answer we recorded, and where it came from.
1
answers that describe CPL to a buyer
→
0
of them cite an official CPL source
If AI is going to explain your company to a buyer,
whose version of the facts is it using?
Two more questions we recorded
Ranked by how close each sits to a purchase decision.
“What is the best architectural design provider?”
CPL never came up in this answer.
Determining the "best" architectural design provider can be subjective and depends on various factors, including project type, budget, location, and specific design needs. Some well-known architectural firms recognized for their innovative designs and contributions to the field include:
1. **Foster + Partners** - Known for sustainable architecture and iconic buildings like the Apple Park in Cupertino, California.
2. **Zaha Hadid Architects** - Famous for their futuristic designs and fluid forms, such as the Guangzhou Opera House.
3. **Bjarke Ingels Group (BIG)** - Renowned for their creative and sustainable designs, including the 8 House in Copenhagen.
4. **Gensler** - A global firm known for a wide range of projects, from commercial to cultural spaces.
5. **Kohn Pedersen Fox (KPF)** - Notable for their skyscrapers and urban design projects worldwide.
When choosing an architectural design provider, consider their portfolio, design philosophy, client reviews, and how well they align with your vision and requirements. It's also beneficial to consult with multiple firms to find the best fit for your specific project.
ChatGPT · 2026-08-28
“Which architectural design platform would you recommend for an enterprise?”
CPL never came up in this answer.
Choosing an architectural design platform for an enterprise depends on various factors, including the specific needs of the organization, the complexity of projects, collaboration requirements, and budget. Here are some popular architectural design platforms that are widely used in enterprise settings:
1. **Autodesk Revit**: A leading Building Information Modeling (BIM) software that allows for collaborative design and documentation. It's particularly strong in architectural design, structural engineering, and MEP (mechanical, electrical, and plumbing) design.
2. **Archicad**: Another powerful BIM software that is known for its user-friendly interface and strong collaboration features. It is particularly favored in architectural firms for its design capabilities and efficiency.
3. **Bentley Systems**: Offers a suite of software solutions for infrastructure design and management. It is particularly strong in civil engineering and large-scale infrastructure projects.
4. **SketchUp**: While more commonly used for conceptual design, SketchUp Pro offers features that can be beneficial for architectural firms, especially in the early stages of design. It also has a range of plugins for enhanced functionality.
5. **Rhino + Grasshopper**: Rhino is a versatile 3D modeling tool, and Grasshopper is a visual programming language that runs within Rhino. This combination is powerful for parametric design and complex geometries.
6. **Vectorworks**: A design software that integrates CAD and BIM capabilities, making it suitable for architecture, landscape design, and entertainment design. It offers strong visualization tools.
7. **MicroStation**: A CAD software from Bentley that is widely used for infrastructure projects. It supports 2D and 3D design and is known for its robust capabilities in handling large datasets.
8. **Chief Architect**: Primarily used for residential and light commercial design, it offers a user-friendly interface and strong visualization tools, making it suitable for smaller firms or specific project types.
9. **Enscape**: A real-time rendering and virtual reality plugin that integrates with various design software, allowing architects to create immersive visualizations quickly.
10. **Lumion**: A visualization tool that allows architects to create high-quality renderings and animations from their 3D models. It is particularly useful for presentations and client engagement.
When selecting a platform, consider factors such as interoperability with other tools, ease of use, support and training resources, and the specific features that align with your enterprise's workflow. It may also be beneficial to request demos or trial versions to evaluate how well a platform meets your needs before making a decision.
ChatGPT · 2026-08-28
Your platform measures the outcome.
We work on what produces it.
You already know where you stand. What
measurement does not show is what the answer was assembled from.
Measure
- Visibility
- Mentions
- Competitor position
- Trends
What we work on
- Which facts about you an assistant can find
- Whether they come from a source it will use
- Where your own version is missing from the answer
- How that changes across the questions that matter
What decides the answer
Nobody tells an assistant which sources to trust. It decides that
on every single answer — and the only thing you control is what it finds
about you when it looks.
What it reads
Third-party write-ups, retailer pages, forums, review sites —
10 of the 10 answers we recorded were built this way.
What it doesn’t
Your own published facts. Across this baseline, an official
CPL source was cited 0 times.
What that means
The version of CPL a buyer hears is assembled from other
people’s descriptions of you, not from yours.
This is the part your monitoring platform reports on but does not
reach. We work on the layer underneath it: which facts about CPL are
available to an assistant, in what form, from a source it will actually use.
What you actually get
Not a report and not a dashboard of scores. A maintained layer of
facts about CPL that an assistant can find, plus the record of what
it does with them.
/fact-center
Facts, with their state
Product line & categories
verified
Certifications held
verified
Positioning vs alternatives
needs review
Pricing & availability
not published
/company/cpl
Machine-readable profile
.jsonld.yaml
.md.txt
.html
Structured factslive
Verification statelive
Recent changeslive
/monitoring
What the answers do next
“Is CPL a good choice for architectural design?…”
tracked
10answers on record
0
cite you today
So: software, not a report. The record you see on this page
is the starting point. What you run afterwards is a maintained fact layer for
CPL and continuous monitoring of what assistants do with it.
456 / 1,501
company domains we scanned already publish a machine-readable
fact layer or explicit rules for AI systems
Measuring and managing are two different jobs
Measuring tells you the score. It does
not change what the score is calculated from. Both matter — and only one
of them is something you can act on.
CPL publishes no fact layer and no rules for AI systems. Everything an assistant says about you today, it assembled without you.
What your team takes into a budget review
01
The answers themselves
Quotable, each with its date and the assistant that
produced it.
02
The source gap
1 answers describe CPL;
0 of them cite CPL.
03
Where the brand stops moving
Mentioned 1 → recommended
0 → preferred 1.
04
What is actually controllable
Which facts about CPL an assistant can reach,
and which it cannot.
Every line above traces back to a recorded answer with a
timestamp and a provider — which is what holds up in a review, unlike a
score whose method nobody can see.
The uncomfortable part
You already have the
score. If a competitor keeps winning the same commercial questions:
- Do you know why?
- Can you change one thing without changing everything else?
- Can you prove that it moved the outcome?
- Can you repeat it?
If the answer is no, that is a reporting system, not a
growth system.
Fix what assistants say about you
Every prompt, every answer in full, every source behind it, broken down by
assistant. It is a record about CPL, so we release it to a
verified cplteam.com address rather than publishing it.
Fix this →
The record stays with your team. Keep Profound, Scrunch, Peec, Semrush or
whatever you use now — this works on the layer underneath what they
measure, and does not replace them.
Who sees this record
Released to a verified cplteam.com address only. Not
indexed, not published, not shared with third parties.
Built for regulated work
We already run this method for FDA- and FCC-regulated
manufacturers, where a claim about a product has to survive scrutiny.
Every claim is traceable
Each statement links to the answer it came from, with the
provider and the timestamp. Nothing here is a modelled estimate.
Assistants in this baseline
ChatGPT10 answers recorded
ClaudeNot included in this run
GeminiNot included in this run
PerplexityNot included in this run
GrokNot included in this run
Running your own prompt set covers all 5 — request full coverage.
AuthorityPrompt
We maintain the layer of verified company facts that AI
assistants read, and we track what they say afterwards.
Where we are
AuthorityPrompt is now in ChatGPT and Codex
Security
- SOC 2
- SSO for team accounts
- Data encrypted in transit and at rest
Your record
- Released to verified company domains only
- Never indexed or resold
- Deleted on request
How this was measured
| Buying questions | 10 |
| Answers recorded | 10 |
| Requests attempted | 50 |
| Assistants that answered | ChatGPT |
| Recorded | 2026-08-28 20:23 UTC |
Every answer is reproduced as the assistant returned it at the time shown,
with the classification shown next to the answer it came from — so your
team can check it line by line, and quote it where a number without a method
would not hold up. Each answer carries the assistant, the date and the
sources it drew on, so a business case can be built on the record rather
than on an estimate.
Independent AuthorityPrompt profile based on publicly available sources. This company has not claimed or verified this profile and is not an AuthorityPrompt customer.