Public competitive baseline
Olema Oncology 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
“What is the best metastatic breast cancer provider?”
Olema Oncology did not appear in the answer.
The buyer is choosing a vendor at this point, not browsing.
vendor selection
Read the full answer the buyer would see
Choosing the best provider for metastatic breast cancer treatment can depend on various factors, including the specific type of breast cancer, the patient's individual health needs, location, and personal preferences. However, some of the most highly regarded cancer treatment centers in the United States include:
1. **MD Anderson Cancer Center** (Houston, TX) - Known for its comprehensive cancer care and research, MD Anderson is consistently ranked among the top cancer hospitals.
2. **Memorial Sloan Kettering Cancer Center** (New York, NY) - This center is renowned for its specialized cancer treatment and research, particularly in breast cancer.
3. **Mayo Clinic** (Rochester, MN) - The Mayo Clinic is recognized for its patient-centered approach and cutting-edge treatment options.
4. **Cleveland Clinic** (Cleveland, OH) - Offers a multidisciplinary approach to cancer care, with a strong focus on research and innovation.
5. **Johns Hopkins Hospital** (Baltimore, MD) - Known for its research and treatment in various cancers, including breast cancer.
6. **UCLA Medical Center** (Los Angeles, CA) - Offers comprehensive cancer care and is involved in significant research initiatives.
7. **Cleveland Clinic** (Cleveland, OH) - Offers a multidisciplinary approach to cancer care, with a strong focus on research and innovation.
When selecting a provider, consider factors such as:
- The expertise of the medical team in treating metastatic breast cancer.
- Access to clinical trials and new therapies.
- Support services available, including counseling and nutrition.
- Patient reviews and satisfaction ratings.
- Insurance coverage and financial considerations.
It's essential to consult with healthcare professionals and possibly seek a second opinion to find the best fit for your specific situation.
ChatGPT · gpt-4o-mini · 2026-08-23
Where Olema Oncology stops moving
Across the 10 answers recorded in this baseline.
AI is talking about Olema Oncology without citing Olema Oncology.
Every answer we recorded, and where it came from.
1
answers that describe Olema Oncology to a buyer
→
0
of them cite an official Olema Oncology 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.
“Which metastatic breast cancer platform would you recommend for an enterprise?”
Olema Oncology never came up in this answer.
When considering a platform for managing metastatic breast cancer (MBC) data and treatment protocols in an enterprise setting, several factors come into play, including data management, patient engagement, clinical decision support, and integration with existing systems. Here are a few platforms that are well-regarded in the oncology space:
1. **Flatiron Health**: This platform specializes in oncology data and provides real-world evidence solutions. It offers tools for data aggregation, analytics, and insights that can help in understanding treatment patterns and outcomes in metastatic breast cancer.
2. **OncoLink**: This is a comprehensive resource for cancer information, including treatment options, clinical trials, and supportive care. It can be useful for both healthcare providers and patients.
3. **IBM Watson for Oncology**: This AI-driven platform analyzes large volumes of medical literature and clinical data to provide evidence-based treatment recommendations. It can assist oncologists in making informed decisions for MBC patients.
4. **Epic Systems**: If your enterprise is already using Epic for electronic health records (EHR), their oncology module can be a powerful tool for managing patient data, treatment plans, and clinical trials.
5. **Cerner**: Similar to Epic, Cerner offers solutions for oncology that can help manage patient data and treatment protocols effectively.
6. **Maven Clinic**: While not exclusively for oncology, Maven offers a platform that supports women's health, including breast cancer care, with a focus on personalized support and care coordination.
7. **CureMatch**: This platform uses genomic data to match patients with the most effective therapies based on their unique cancer profile, which can be particularly useful for MBC patients.
When selecting a platform, consider the following:
- **Integration**: Ensure the platform can integrate with existing systems (EHRs, lab systems, etc.).
- **User Experience**: The platform should be user-friendly for both healthcare providers and patients.
- **Data Security**: Ensure compliance with regulations like HIPAA for patient data protection.
- **Support and Training**: Look for platforms that offer robust support and training for staff.
Ultimately, the best choice will depend on the specific needs of your enterprise, including the size of your organization, the patient population you serve, and your existing technological infrastructure.
ChatGPT · 2026-08-23
“Recommended metastatic breast cancer providers with strong enterprise support”
Olema Oncology never came up in this answer.
When looking for providers specializing in metastatic breast cancer with strong enterprise support, it's essential to consider comprehensive cancer centers, academic institutions, and specialized clinics known for their research, treatment options, and patient support services. Here are some highly regarded institutions in the United States:
1. **MD Anderson Cancer Center (Houston, TX)**: Known for its extensive research and treatment programs, MD Anderson offers a multidisciplinary approach to cancer care, including specialized programs for metastatic breast cancer.
2. **Memorial Sloan Kettering Cancer Center (New York, NY)**: This center is renowned for its cancer research and treatment. They provide personalized treatment plans and have a strong focus on clinical trials for metastatic breast cancer.
3. **Johns Hopkins Sidney Kimmel Comprehensive Cancer Center (Baltimore, MD)**: Johns Hopkins is known for its innovative research and comprehensive care for breast cancer patients, including those with metastatic disease.
4. **Cleveland Clinic (Cleveland, OH)**: The Cleveland Clinic offers a multidisciplinary team approach and has a strong focus on research and clinical trials for metastatic breast cancer.
5. **Mayo Clinic (Rochester, MN)**: Mayo Clinic is recognized for its patient-centered care and extensive cancer research programs, providing comprehensive treatment options for metastatic breast cancer.
6. **UCLA Medical Center (Los Angeles, CA)**: The Jonsson Comprehensive Cancer Center at UCLA offers advanced treatment options and is involved in cutting-edge research for metastatic breast cancer.
7. **Stanford Cancer Institute (Stanford, CA)**: Known for its research and innovative treatments, Stanford provides comprehensive care for patients with metastatic breast cancer.
8. **City of Hope (Duarte, CA)**: City of Hope is a National Cancer Institute-designated comprehensive cancer center that offers specialized care and support for breast cancer patients.
9. **Northwestern Memorial Hospital (Chicago, IL)**: The Robert H. Lurie Comprehensive Cancer Center at Northwestern offers a range of services for metastatic breast cancer patients, including access to clinical trials.
10. **Duke Cancer Institute (Durham, NC)**: Duke offers a comprehensive approach to cancer care, including specialized programs for metastatic breast cancer and access to innovative treatments.
When choosing a provider, consider factors such as the availability of clinical trials, the expertise of the medical team, support services, and the overall patient experience. It's also advisable to consult with your primary care physician or oncologist for personalized recommendations based on your specific situation.
ChatGPT · 2026-08-23
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
Olema Oncology source was cited 0 times.
What that means
The version of Olema Oncology 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 Olema Oncology 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 Olema Oncology 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/olema oncology
Machine-readable profile
.jsonld.yaml
.md.txt
.html
Structured factslive
Verification statelive
Recent changeslive
/monitoring
What the answers do next
“What is the best metastatic breast cancer provider?…”
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
Olema Oncology 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.
Olema Oncology already publishes a fact layer. The question is whether it says what you would want it to say.
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 Olema Oncology;
0 of them cite Olema Oncology.
03
Where the brand stops moving
Mentioned 1 → recommended
1 → preferred 1.
04
What is actually controllable
Which facts about Olema Oncology 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 Olema Oncology, so we release it to a
verified olema.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 olema.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 | 2026-08-23 14:24 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.