FDA-filed SPL labeling · retrieved through openFDA

Oxaliplatin Injection

Oxaliplatin Injection is a platinum-based chemotherapy used to treat stage III colon cancer after surgery and advanced colorectal cancer.

Brand name Eloxatin
Drug classes ⓘ Platinum-based Drug
Rx Form 1 Route Intravenous
Dr. Brian Staiger, PharmD, BCPS
Reviewed by Last reviewed Jul 10, 2026
🧬 Where this information comes from Click to expand

The clinical label records used on this page are FDA-filed Structured Product Labeling (SPL) retrieved through openFDA. We identified 27 clinical label sets within the page’s selected clinical scope after exact ingredient or ingredient-combination matching and applicable route/form matching. Forms, routes, brands, labelers, strengths, and NDC product-record counts are built separately from matching FDA National Drug Code Directory records. The linked DailyMed document is a representative official source for verification, not the page’s only clinical source. View the linked label on DailyMed →

At a glance
Linked label effectiveAug 17, 2026
Clinical labels in scope ⓘ27
AvailabilityRx
Earliest approval/marketing year ⓘ2002
FDA-listed product records ⓘ119
Boxed warningYes
How we combine label and product data →
Other forms & routes:
⭐ Oxaliplatin Injection at a glance The quick version — the full detail is in the Patient Information Guide below.
💊
HelloPharmacist Editorial Team Bottom Line
Oxaliplatin Injection is a platinum-based chemotherapy that, combined with fluorouracil and leucovorin, is a standard treatment for stage III colon cancer after surgery and for advanced colorectal cancer. Its most important risks are serious allergic reactions (including anaphylaxis) and nerve damage that can worsen with cold exposure. Work closely with your oncology team to monitor for side effects and report any new symptoms promptly.
⚠️ FDA Boxed Warning — the FDA’s strongest safety alert ▾

Oxaliplatin Injection can cause severe and potentially fatal allergic reactions (anaphylaxis) — sometimes within minutes of starting an infusion, and this can happen during any treatment cycle. Signs include hives, flushing, swelling, difficulty breathing, and a sudden drop in blood pressure. If you have ever had an allergic reaction to oxaliplatin or any other platinum-based chemotherapy drug (like cisplatin or carboplatin), you must not receive this medication. If a reaction occurs during treatment, the infusion must be stopped immediately and permanently, and emergency treatment must be given right away.

Read the full warning on DailyMed →

📖 Oxaliplatin Injection: Patient Information Guide

A plain-language walkthrough of Oxaliplatin Injection — what it treats, how it works, how it’s taken, side effects, warnings and interactions. Tap any section to expand it.

🎯What it's used for▾

Oxaliplatin Injection is always used as part of a combination chemotherapy regimen — never as a standalone treatment.

  • Adjuvant treatment of stage III colon cancer: Used with infusional fluorouracil and leucovorin in patients who have had their tumor completely removed by surgery, to reduce the risk of cancer returning. Treatment continues for up to 12 cycles.
  • Advanced colorectal cancer: Used with infusional fluorouracil and leucovorin to treat colorectal cancer that has spread or progressed. Treatment continues until the disease progresses or side effects become unacceptable.
⚙️How it works▾

Oxaliplatin is a platinum-based drug that works by damaging the DNA inside cancer cells. Once in the body, it forms chemical bonds that create cross-links in the DNA strand — essentially locking the cancer cell's genetic material so it can no longer replicate or make the proteins it needs to survive. This effect is not limited to a specific point in the cell's life cycle, so it can act on cancer cells at various stages of growth. When paired with fluorouracil, the combination disrupts cancer cell survival through complementary pathways, making it more effective than either drug alone.

💊How it's taken▾

Oxaliplatin Injection is given intravenously (into a vein) by a trained healthcare provider in a clinical setting — it is not self-administered. It is infused over 2 hours alongside leucovorin (in a separate IV bag) on Day 1 of a 14-day (2-week) cycle, followed by fluorouracil. Fluorouracil and leucovorin are also given on Day 2.

  • For adjuvant (post-surgery) treatment: up to 12 cycles, or until side effects require stopping
  • For advanced colorectal cancer: continued until disease progresses or side effects become unacceptable
  • Your doctor may slow the infusion rate or adjust the dose if you develop side effects such as nerve symptoms or low blood counts
🤒Side effects — in detail▾

The most common side effects of oxaliplatin (occurring in 40% or more of patients) include:

  • Peripheral sensory neuropathy — tingling, numbness, or pain in hands, feet, or around the mouth, often triggered by cold
  • Neutropenia — dangerously low white blood cells, raising infection risk
  • Thrombocytopenia — low platelets, raising bleeding risk
  • Anemia — low red blood cells, causing fatigue and weakness
  • Nausea and vomiting
  • Diarrhea
  • Elevated liver enzymes (transaminases and alkaline phosphatase)
  • Mouth sores (stomatitis) and fatigue

Serious reactions to act on immediately include signs of allergic reaction (hives, swelling, difficulty breathing), fever or chills suggesting infection, sudden confusion or vision changes (possible PRES), new or severe breathing problems, unusual muscle pain with dark urine (possible rhabdomyolysis), or irregular heartbeat.

⚠️Warnings & precautions▾
  • Severe allergic reactions (anaphylaxis): Can occur within minutes of any infusion and can be fatal. Patients with a prior reaction to any platinum drug must not receive oxaliplatin.
  • Peripheral nerve damage (neuropathy): Very common — affects up to 92% of adjuvant patients. Cold exposure makes it worse. Can become permanent. Dose reduction or discontinuation may be required.
  • Severe low blood counts (myelosuppression): Grade 3–4 neutropenia occurs in 41–44% of patients. Sepsis and septic shock, including fatal cases, have occurred.
  • Heart rhythm problems (QT prolongation): Can cause dangerous or fatal arrhythmias. Patients with congenital long QT syndrome should not use oxaliplatin. ECG monitoring is needed in high-risk patients.
  • Lung damage (pulmonary toxicity): Rare but can be fatal. New unexplained cough or shortness of breath requires investigation before continuing treatment.
  • PRES (posterior reversible encephalopathy syndrome): A rare brain condition causing headache, confusion, seizures, or vision loss. Confirmed PRES requires permanent discontinuation.
  • Rhabdomyolysis (severe muscle breakdown): Rare but potentially fatal. Requires permanent discontinuation.
  • Embryo-fetal harm: Can cause serious harm to a developing fetus. Effective contraception is required during and for months after treatment.
🔀What it interacts with▾

Oxaliplatin Injection has a few important drug interactions to be aware of:

  • QT-prolonging drugs (including Class Ia and III antiarrhythmics): Increases risk of dangerous heart rhythm problems, including potentially fatal torsade de pointes. Avoid combining if possible.
  • Nephrotoxic drugs (medications that can harm the kidneys): Since oxaliplatin is eliminated mainly through the kidneys, drugs that reduce kidney function can cause platinum to accumulate and worsen toxicity. Avoid if possible.
  • Oral anticoagulants (blood thinners such as warfarin): Combining with oxaliplatin/fluorouracil/leucovorin can prolong clotting time (elevated INR) and increase bleeding risk. More frequent blood monitoring is needed.

This is not a complete list of interactions. Always talk with your doctor or pharmacist before starting, stopping, or changing any medication.

📋Before taking it▾
  • History of allergic reaction to oxaliplatin or other platinum drugs (such as cisplatin or carboplatin): This is a contraindication — you must not receive oxaliplatin.
  • Severe kidney disease: The drug accumulates more in patients with severely reduced kidney function; a lower dose is required.
  • Heart conditions or medications affecting heart rhythm: Risk of QT prolongation is higher; ECG monitoring is needed.
  • Pregnancy: Oxaliplatin can cause serious fetal harm. Women of childbearing potential must use effective contraception during treatment and for 9 months after the last dose.
  • Breastfeeding: Not recommended during treatment or for 3 months after the final dose, due to potential risk to the infant.
  • Males with partners who could become pregnant: Use effective contraception during treatment and for 6 months after the last dose.
  • Fertility: Oxaliplatin may impair fertility in both men and women — discuss with your doctor before starting if this is a concern.
  • Older adults (65+): May be more susceptible to diarrhea, dehydration, low potassium, fatigue, and more severe low blood counts.
  • Children: Safety and effectiveness in pediatric patients have not been established for the approved indications.
🚑If you take too much▾

Oxaliplatin overdose has been reported and can cause severe reactions including very low platelet counts, serious nerve symptoms (such as tingling, facial muscle spasms, and voice/throat changes), severe nausea and vomiting, serious bowel problems, extreme dehydration, breathing difficulties, dangerous slowing of the heart rate, and in some cases death.

If an overdose is suspected, close medical monitoring and supportive treatment in a clinical setting are required immediately. There is no specific antidote.

📡Pharmacodynamics — effects in the body▾

A direct relationship between the measurable level of platinum in the blood and how well oxaliplatin works — or how toxic it is — has not been firmly established in clinical studies. The drug's effects on cancer cells are not tied to a specific phase of the cell cycle, meaning it can act on cancer cells at various stages of growth and division.

🔬Pharmacokinetics — how your body processes it▾

After a 2-hour IV infusion, oxaliplatin rapidly converts into active forms that spread throughout the body — about 85% distributes into tissues or is eliminated by the kidneys almost immediately, while only about 15% remains circulating in the blood. The drug binds tightly and irreversibly to blood proteins (mainly albumin) and red blood cells. It is broken down through a non-enzymatic process (not through the liver's cytochrome P450 system), and the majority of platinum is eliminated through the urine over several days. The final phase of clearance from the body is very slow, with a terminal half-life of about 391 hours, meaning platinum can persist in the body for a long time after a dose. In patients with severely reduced kidney function, platinum exposure is significantly increased, which is why a dose reduction is required.

📦How to store it▾

Store at 20°C to 25°C (68°F to 77°F); excursions permitted to 15°C to 30°C (59°F to 86°F) . Do not freeze and protect from light (keep in original outer carton).

📄 Written from Oxaliplatin Injection’s FDA-approved label information, summarized in plain language with AI, and reviewed by our pharmacy team before publication. Every point is grounded in that labeling — nothing is invented. How we use AI →

10

Supplements & herbs that interact with Oxaliplatin Injection

10 supplements and herbal products have documented interactions with Oxaliplatin Injection in the licensed clinical database we use. Most are manageable — but your pharmacist should know about everything you take, including vitamins and herbals.

Severity mix
  • Moderate · 8
  • Minor · 2
Every supplement checked against Oxaliplatin Injection — ranked by severity The full interaction hub: 8 moderate · 2 minor · every one linked to its full report. Check Oxaliplatin Injection against your exact supplements

Educational information from a licensed clinical database (Natural Medicines) — see our data sources & update cadence. Not medical advice: an interaction being documented does not mean it will happen to you; do not start or stop medications or supplements without professional guidance.

1

Nutrient depletion considerations

Oxaliplatin Injection has been associated with lower levels of 1 nutrient in the clinical literature. This does not mean a deficiency will occur — it means these may be worth discussing with your pharmacist or healthcare provider, especially with long-term use.

See the full Oxaliplatin Injection nutrient depletion report

Educational information from a licensed clinical database (Natural Medicines) — not medical advice. Do not start or stop medications or supplements without professional guidance.

🩺 Pharmacist Counseling Corner

Quick, plain-English answers to the questions patients ask most about Oxaliplatin Injection — the kind of thing our pharmacy team would talk through with you at the counter.

Why am I getting oxaliplatin — what is it actually doing for my cancer? ▾
Oxaliplatin is a chemotherapy drug that works by damaging the DNA inside cancer cells, stopping them from growing and dividing. It's always used alongside two other drugs — fluorouracil and leucovorin — because that combination is more powerful than oxaliplatin on its own. Depending on your situation, it's either being used after surgery to reduce the chance of stage III colon cancer coming back, or to treat colorectal cancer that has spread. Your oncologist chose this regimen because it has a proven track record for these cancers.
I keep hearing about the tingling and numbness — what's that about, and will it go away? ▾
That's called peripheral neuropathy, and it's one of the most common side effects with oxaliplatin — so you're not imagining it, and you're not alone. There are two types. The first comes on within hours of an infusion and is often triggered or made worse by cold — cold air, cold drinks, or touching cold objects. It usually fades within a couple of weeks. The second type can build up over multiple cycles and sometimes lingers even after treatment ends. Let your care team know right away if the tingling starts interfering with everyday tasks like writing or walking, because they may need to adjust your dose. And steer clear of ice and cold exposure around infusion days — it genuinely makes a difference.
What warning signs should make me call my doctor right away between treatments? ▾
Call your care team immediately — or go to the ER — if you develop a fever, chills, or signs of infection, because your blood counts may be dangerously low. Also act quickly if you notice unusual bruising or bleeding, sudden confusion, vision changes, or a bad headache — those can signal a rare but serious reaction. If you have trouble breathing, new chest pain, or irregular heartbeat, get help right away. And if you notice dark-colored urine along with muscle pain, that also needs urgent attention. When in doubt, call — it's always better to check.
I'm on a blood thinner — is that a problem with this treatment? ▾
Yes, it's something your care team needs to know about and watch closely. When oxaliplatin is combined with fluorouracil and leucovorin, it can affect how your blood thinners work, potentially increasing your risk of bleeding or prolonging the time it takes your blood to clot. Your prescriber will likely monitor your INR (a blood clotting measure) more frequently than usual while you're on treatment. Make sure your oncologist and the doctor managing your blood thinner are in communication throughout your treatment.
Can I get pregnant or father a child while I're on this treatment? ▾
Oxaliplatin can seriously harm a developing baby, so pregnancy prevention is really important during this time. If you're a woman of childbearing age, you'll need to use effective contraception during treatment and for 9 months after your last infusion. If you're a man with a partner who could become pregnant, use contraception during treatment and for 6 months afterward. Breastfeeding should also be avoided during treatment and for 3 months after finishing. If you have any concerns about fertility — now or in the future — please bring that up with your doctor before starting treatment.
Why do I have to avoid cold things after my infusion? ▾
Cold temperatures — even just grabbing something from the fridge, drinking a cold beverage, or walking in chilly air — can trigger or worsen the nerve tingling and discomfort that oxaliplatin causes. This is a well-recognized reaction with this drug. Your care team may advise you to avoid cold exposure for several days after each infusion. Ice packs used for other reasons (like for mouth sores) should also be avoided. Using gloves when handling cold objects and sticking to room-temperature or warm drinks during this window can really help.
Is Oxaliplatin Injection available over the counter? ▾
Oxaliplatin Injection is dispensed by prescription according to its FDA labeling, so it isn't sold over the counter. Your prescriber and pharmacist will determine if it's appropriate for you.
When was Oxaliplatin Injection first available? ▾
Oxaliplatin Injection has been available in the United States since at least 2002, based on FDA approval history (Drugs@FDA) and product marketing records.
Who makes Oxaliplatin Injection? ▾
Oxaliplatin Injection is supplied by 25 manufacturers listed in the FDA NDC Directory, including Sandoz Inc, Meitheal Pharmaceuticals Inc., Gland Pharma Limited.

💬 Answers drafted from Oxaliplatin Injection’s FDA-approved label information, summarized in plain language with AI, and reviewed by our pharmacy team before publication. Grounded in that labeling — nothing is made up. How we use AI →

🧰 Keep exploring

💊 How Oxaliplatin Injection comes

Oxaliplatin Injection is available in 1 form. Different forms and brands can have different approved uses, doses, schedules, and directions. Follow the instructions for your exact product, and do not switch forms without guidance from your prescriber or pharmacist.

Injection

Into a vein
How this form is used
What it may be used for
  • OXALIPLATIN Injection is used with fluorouracil and leucovorin for adjuvant treatment of stage III colon cancer after complete surgical removal of the tumor
  • OXALIPLATIN Injection is used with fluorouracil and leucovorin for treatment of advanced colorectal cancer
Important instructions
  • OXALIPLATIN Injection is given intravenously (through a vein) by a healthcare provider over approximately 2 hours, every 2 weeks
  • OXALIPLATIN Injection is given at the same time as leucovorin but in a separate IV bag, followed by fluorouracil
  • Do not apply ice or expose yourself to cold temperatures during and around the time of OXALIPLATIN infusions, as this can worsen nerve side effects
  • The infusion line must be flushed before any other medications are given through the same line
Available strengths 4 strengths
119 FDA-listed product records ⓘ

📊 Oxaliplatin Injection across the U.S. market

How Oxaliplatin Injection appears in the FDA’s National Drug Code Directory — including its dosage forms, strengths, brand names, manufacturers, and FDA-listed product records. These are directory records, not sales or prescription volume.

1
Dose forms ⓘ
25
Manufacturers
1
Brand names
119
FDA-listed product records ⓘ
2002
First marketed ⓘ
Sandoz Inc10%
Meitheal Pharmaceuticals Inc.9%
Gland Pharma Limited9%
Qilu Pharmaceutical Co., Ltd.7%
NorthStar Rx LLC7%
Fosun Pharma USA Inc.7%
Other makers51%

Share of FDA-listed product records by manufacturer — FDA National Drug Code Directory. Record counts are not sales or prescription volume.

📈 How widely Oxaliplatin Injection is used

A general measure of how commonly Oxaliplatin Injection is prescribed, based on Medicaid — one of the largest public drug programs. The figure below is prescriptions filled in Q1–Q4 2025, summed across every form and brand of the drug.

Think of this as a proxy for how widely Oxaliplatin Injection is used, drawn from freely available public data. Medicaid is just one program — these numbers don’t include Medicare, other government coverage, or commercial and cash-pay prescriptions, so real-world use is higher than what’s shown here.

44,448
Medicaid prescriptions filled (Q1–Q4 2025)
$7.5M gross Medicaid reimbursement (before mandatory rebates — net cost is lower)

How commonly is Oxaliplatin Injection prescribed? Of the 1,597 medications we measure, Oxaliplatin Injection ranks #655 by Medicaid prescriptions — more than 59% of them.

Where Oxaliplatin Injection ranks among the drugs we measure · Q1–Q4 2025 · neighbors ±5

Utilization by Oxaliplatin Injection product

Pick a product to see its own Medicaid numbers. Each chip is one clinical product — a specific strength & dosage form as defined by RxNorm — with brand-name and generic versions combined.

The 20 mL / 5 mg/mL injection is the most-dispensed Oxaliplatin Injection product — about 68% of these Medicaid prescriptions.

20 ML oxaliplatin 5 MG/ML Injection Most dispensed

30,093 Medicaid prescriptions (Q1–Q4 2025) 68% of Oxaliplatin Injection prescriptions shown $3.2M gross reimbursement (before rebates) ≈ $106 per prescription (gross)

Summed across the 16 of 37 listed NDC products with Medicaid activity — every brand and generic of this exact strength & form. RxNorm 1736781

10 ML oxaliplatin 5 MG/ML Injection

14,355 Medicaid prescriptions (Q1–Q4 2025) 32% of Oxaliplatin Injection prescriptions shown $4.3M gross reimbursement (before rebates) ≈ $302 per prescription (gross)

Summed across the 16 of 36 listed NDC products with Medicaid activity — every brand and generic of this exact strength & form. RxNorm 1736776

Shares are of the Medicaid prescriptions shown here. Product grouping follows RxNorm (the National Library of Medicine’s drug terminology), so “one product” means one strength & dosage form regardless of manufacturer. Dollar figures are gross Medicaid reimbursement before mandatory rebates — rebates (often large, especially for brand-name drugs) are confidential, so actual net cost to Medicaid is lower than shown.

Source: Medicaid State Drug Utilization Data (CMS), aggregated by generic ingredient — summed across every NDC (all brands, strengths, salt forms and dosage forms) of Oxaliplatin Injection, and across all states and both fee-for-service and managed-care claims. A general popularity signal; it excludes Medicare, commercial insurance and cash prescriptions, so it is not total U.S. use. Based on the 32 of 73 listed Oxaliplatin Injection NDCs with Medicaid activity.

🔍 Compare Oxaliplatin Injection products

A representative set of FDA-listed product records for Oxaliplatin Injection — across manufacturers, strengths, and dosage forms, grouped by form with each product’s manufacturer and how the FDA approved it. The same medicine may be made and packaged by different companies, so a single drug can have many directory entries. (It’s also why a refill can look different — a new shape, color, or box — even though it contains the same medication.)

Showing 119 of 119 products — FDA National Drug Code Directory. See every product, package size and price: browse all 119 Oxaliplatin Injection NDCs →

RxNorm Concept Web — From Ingredient to Every Form and Strength

This page starts with one ingredient concept (IN). The branches below show its dose-form concepts (SCDF), then the available clinical drug and strength concepts (SCD). Combination products remain separate concepts with their own pages.

Ingredient (IN) Oxaliplatin Injection RxCUI 32592 1 dose form · 5 strengths

Look up RxCUI 32592 in the RxCUI Atlas →

RxNorm is the U.S. National Library of Medicine’s normalized drug vocabulary. Its concept hierarchy can include forms that are not currently marketed; the status on each branch compares that concept with current FDA listings. RxCUIs identify vocabulary concepts, not individual packages or manufacturers.

🏷️ Sold under these brand names

Eloxatin

🏭 Manufacturers & labelers

Sandoz Inc 12 Meitheal Pharmaceuticals Inc. 11 Gland Pharma Limited 11 Qilu Pharmaceutical Co., Ltd. 8 NorthStar Rx LLC 8 Fosun Pharma USA Inc. 8 Baxter Healthcare Corporation 6 Mylan Institutional LLC 6 Hospira, Inc. 4 Winthrop U.S. 4 Winthrop U.S, a business of sanofi-aventis U.S. LLC 4 Nextgen Pharmaceuticals LLC 4 Ingenus Pharmaceuticals, LLC 4 Eugia US LLC 4 Apotex Corp. 4 BluePoint Laboratories 3 Sagent Pharmaceuticals 3 Accord Healthcare Inc. 2 Fresenius Kabi USA, LLC 2 Cipla USA Inc. 2 Camber Pharmaceuticals, Inc. 2 AuroMedics Pharma LLC 2 Shandong New Time Pharmaceutical Co., Ltd. 2 Teva Parenteral Medicines, Inc. 2

…and 1 more on the FDA NDC directory.

RxNorm drug class

Oxaliplatin Injection belongs to the Platinum-based Drug class.

Pharmacologic class Platinum-based Drug
Drug family (ATC) Platinum compounds

Classified by RxNorm RxClass — the U.S. National Library of Medicine's standardized drug-classification service (Established Pharmacologic Class from the FDA, the ATC drug family from the WHO, and mechanism of action). Reference only, not medical advice.

🔬 Where this comes from

Core label, product, RxNorm, safety, and utilization data on this page come from the sources identified below. AI-written, editorial, and licensed sections are labeled separately.

📄
FDA-filed drug labels (SPL) Uses, dosing, warnings & side effects from SPL records retrieved through openFDA; the linked representative set can be verified on DailyMed. ✓ Linked label effective Aug 17, 2026
🏭
Forms, brands & labelersAggregated from ingredient-matched FDA National Drug Code Directory product records for Oxaliplatin Injection.
📈
Real-world reportsThe FDA Adverse Event Reporting System (FAERS), served through openFDA.
🚨
Recalls & shortagesopenFDA drug-enforcement reports and the FDA drug-shortage database.
🧾 Clinical label set — FDA-filed SPL labels retained for Oxaliplatin Injection after exact ingredient or ingredient-combination matching and applicable route/form matching
Clinical labels in scope
27
NDC products indexed
119
Distinct labelers/manufacturers represented
25
Linked representative label ⓘ
Winthrop U.S.
Linked label effective
Aug 17, 2026
Composite sections available
25
Linked SPL Set ID
70269278-fe61-4800-a064-32cb6845cc28
Linked SPL Document ID
97635060-4182-464a-8d3b-ad9a13dcd06d
Open the linked representative label on DailyMed ↗

How we combine label and product data

HelloPharmacist combines public FDA and NLM records; we don’t author the underlying clinical facts. We identified 27 FDA-filed SPL label sets within the page’s selected clinical scope after exact ingredient or ingredient-combination matching and applicable route/form matching. The representative label is the starting point for the displayed reference monograph; the 12 largest stored in-scope SPL records, which may include that representative, are compared section by section, and the longest available version of each section is retained. Forms, routes, brands, labelers, product-listed strengths, and product-record counts are aggregated separately from ingredient-matched FDA NDC Directory records; package records listed above are associated with the linked SPL; and the normalized concept hierarchy comes from NLM RxNorm.

Where a section is identified as AI-written, its plain-language text is generated from bounded label evidence. New draft drug pages remain in the admin review queue before first publication. Winthrop U.S. is the representative DailyMed label linked for verification and dates; it is not the sole source used for the page.

This is general education, not medical advice — always consult your doctor or pharmacist about your medications and any medical condition. For the exact wording of the linked representative label, view that label on DailyMed; some displayed composite sections may come from other in-scope SPL labels. Learn how we use AI and our data sources & update cadence.