Modeling and design suites
5 productsDocking, free energy, pharmacophores and structure based design.
$7.3k to $206.4k a year
The cheapest signed year here buys about 8.2 years of Lab, billed yearly at $888.
Budgeting for in silico work
Almost nobody in this market puts a price on the page. Here is what is genuinely public, what drives the number on your quote, and where a narrow subscription does the job a whole suite is being bought for.
What a screen looks like before you price one
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Strain panel
No account needed. 3 screens per session.
| Strain | MIC (µg/mL) | Call | Resistance risk | Conf. |
|---|---|---|---|---|
| S. aureus (MRSA) | 0.5->32 | R Resistant | target mutation, grlA and gyrA Fluoroquinolone resistance is widespread in methicillin resistant lineages. | |
| E. coli | <=0.015-0.06 | S Susceptible | efflux, AcrAB-TolC in resistant isolates Potent against wild type; qnr carriage and gyrA changes shift the band sharply. | |
| K. pneumoniae (CRE) | 0.5->64 | R Resistant | gyrA mutation with plasmid qnr Carbapenemase producing isolates almost always carry quinolone resistance too. | |
| A. baumannii | 8->64 | R Resistant | efflux, AdeABC Constitutive efflux plus target changes leave little room at achievable exposure. | |
| P. aeruginosa | 0.25-2 | I Intermediate | efflux, MexAB-OprM Borderline: active on many isolates, lost quickly once efflux is derepressed. | |
| E. faecium (VRE) | 4->32 | R Resistant | target mutation, parC Enterococci are intrinsically poor fluoroquinolone targets. |
Why
Ciprofloxacin is a well characterised fluoroquinolone, so the Gram-negative bands are strongly supported by published activity data. The deciding factor across this panel is not target affinity but exposure: efflux in P. aeruginosa and A. baumannii, and acquired target mutation everywhere resistance is already common. Against a modern ESKAPE panel it reads as a Gram-negative agent with two reliable losses.
Closest published analogs
| Strain | MIC (µg/mL) | Call | Resistance risk | Conf. |
|---|---|---|---|---|
Why
Closest published analogs
Want the rest of your series? Batch runs are on the paid tiers. screen left in this session. This session is used up.
Computational prediction from published literature. Research use only, not a lab measurement and not clinical guidance.
The short answer
Published figures in this market run from about $10,000 a year for a small molecule design platform to $50,000 to $1,000,000 a year for 3D molecular modeling software. Those numbers come from Optibrium, which is one of the very few vendors that puts ranges in writing at all. Almost everyone else, Schrodinger and BIOVIA and Chemical Computing Group among them, publishes no price and quotes on request.
That is the honest state of the category, and it is worth saying plainly because most pages answering this question either repeat a number they read somewhere or send you to a contact form. The table below is the disclosure picture as it stands, with the source for each row, so you can see which figures are vendor statements and which are the absence of one.
The practical consequence for a small team is not the size of the numbers, it is the time. When nobody lists a price, working out whether you can afford the category takes a round of calls before you learn anything. That is survivable for a pharma procurement function and expensive for three people on a grant clock.
At a glance
Who publishes a price, and who does not
Each row was read at its own source rather than off a search result. That distinction matters here: the summaries in circulation still repeat a Schrodinger academic starting figure that the live directory listing does not carry, so a number quoted second hand about this market is worth very little.
| Product or category | Published price | Where that comes from | How it bills |
|---|---|---|---|
| Optibrium StarDrop, small molecule design platform | From about $10,000 a year, rising into six figures | Published by the vendor, in its own knowledge base | Per user, site or floating, priced by module |
| 3D molecular modeling software, as a category | $50,000 to $1,000,000 a year | Published by Optibrium, in its own knowledge base | Annual license, plus compute, support, training and maintenance |
| BioPharmics 3D modeling subscription | $100,000 to $250,000 a year, by organization size | Published by Optibrium, in its own knowledge base | Annual subscription |
| Optibrium Cerella, AI discovery platform | $100,000 and up | Published by the vendor, in its own knowledge base | Annual subscription, scaled to data and deployment |
| Schrodinger | Not published | The Capterra listing reads contact vendor for pricing, no free trial, no free version | Quote, built from modules, compute and license term |
| CDD Vault | Not published | Directory listings carry custom pricing only | Per seat subscription, on quote |
| Chemical Computing Group MOE | Not published | University IT pages tell staff to request a quote to add seats | Seat or site license, on quote |
| Cresset Flare | No commercial price published | The vendor site offers free academic licenses and an academic discount, commercial by contact | Seat or site license, on quote |
| BIOVIA Discovery Studio | Not published | Directory listings carry contact vendor | Seat or site license, on quote |
| Antibacterial MIC screening, this site | $149, $499 or $1,490 a month | On the pricing page, no form in front of it | Monthly subscription, fixed screen allowance |
Vendor pricing moves. Treat every row as the position at the time of writing and confirm against the vendor before a budget depends on it. The two rows with the most detail behind them are worth reading in full: what sits inside the Optibrium range is broken down in StarDrop pricing, and how the quote-only suite prices is in Schrodinger software cost.
Signed prices, grouped by what the software does
Each dot is one product's typical annual figure, the midpoint of the range agencies actually signed for it. The violet band is our own Lab to Program year, read from the price list. The cheapest product in each group is converted into years of Lab, which is the number a small team usually wants.
Docking, free energy, pharmacophores and structure based design.
$7.3k to $206.4k a year
The cheapest signed year here buys about 8.2 years of Lab, billed yearly at $888.
Where a compound goes in the body, and how long it stays there.
$5.1k to $79.8k a year
The cheapest signed year here buys about 5.7 years of Lab, billed yearly at $888.
The platforms that hold, move and analyze plates and structures.
$15k to $110.1k a year
The cheapest signed year here buys about 17 years of Lab, billed yearly at $888.
Property, metabolism and mutagenicity calls on a structure.
$3.4k to $30k a year
The cheapest signed year here buys about 3.8 years of Lab, billed yearly at $888.
There is a second source of real prices in this market and almost nobody uses it. US federal contract awards are public, and government laboratories buy the same commercial software a biotech does. That turns a category where every vendor says "contact us" into one where you can read what an agency actually paid, on what term, and sometimes for how many license tokens.
It works best where the contract description is specific. Awards to Chemical Computing Group frequently name the token count, which makes a genuine per token per year figure of roughly $7,250 to $11,070 recoverable from the record: the full workings are on MOE software price. Schrodinger's small molecule suite renewals sit near $198,000 to $209,000 a year in the same record. Discovery Studio base licenses land closer to $29,000 to $41,000, with modules and site licenses stretching far above that, as set out in BIOVIA Discovery Studio price.
OpenEye is the vendor with the longest paper trail. Its one year application packages at NIH run $39,500 to $90,000, one NIH group renewed the same license six Septembers in a row, and toolkit maintenance for the programming libraries runs far higher than either, all laid out in OpenEye Scientific Software price. Workflow platforms price differently again: a Pipeline Pilot deployment is a server, clients and a set of licensed collections, and the awards in Pipeline Pilot pricing run from about $15,600 for one collection to about $200,000 for a multi year deployment.
Property prediction and cheminformatics infrastructure sit lower. Simulations Plus has never published a price for ADMET Predictor, yet five year terms at FDA and CDC work out to about $19,400 to $20,000 a year per seat, as shown in ADMET Predictor price. Chemaxon's JChem, Marvin and Instant JChem are cheaper again per user: a 100 user EPA bundle runs about $26,000 a year, with the rest of the record in Chemaxon pricing.
PBPK and exposure modeling is the priciest corner of the category and the two platforms in it both quote on request. A GastroPlus platform license covering GastroPlus and DDDPlus took effect in September 2026 at $79,812 for twelve months, and the five year FDA term it replaced averaged near $75,200 a year across three products, with the single user rate closer to $19,400: the awards are in GastroPlus price. Certara's Simcyp spans a wider range than any other product here, from a $10,500 annual node license to an institutional agreement near $159,100 a year, and the FDA renewed it at exactly $65,000 three years running, as set out in Simcyp Simulator price. Both model where a compound goes rather than what it inhibits, which is a different purchase from potency.
Pharmacokinetic analysis and population modeling sit one step further along. A single Phoenix WinNonlin named user seat cost $5,870 a year in 2016 and works out near $8,778 per seat on a 2024 award, while the FDA's current Phoenix agreement averages about $166,500 a year, all in Phoenix WinNonlin price. ICON's NONMEM is the cheapest license in this whole record to hold steady: the FDA paid exactly $10,000 a year for seven straight annual awards, then $10,900, as shown in NONMEM license cost.
Structure data and field based design close the list. The Cambridge Structural Database is sold in suites, and four government labs paid the same $15,000 a year for a CSD-Enterprise campus or site license from 2022 to 2024, then $15,418 and $15,727, as set out in Cambridge Structural Database price. Cresset's Flare runs from a five user Flare Designer group at $15,575 a year to a $162,948 Flare FEP bundle on ten GPUs, in Cresset Flare pricing.
Screening data and safety prediction sit on either side of the plate. The Army held a Genedata Screener subscription at $73,700 a year, then $77,000 and $85,340, before a three year license at about $110,080 a year, all set out in Genedata Screener price. Lhasa's Derek Nexus cost the EPA $5,254 to $6,199 a year for one site and five users, and Derek, Meteor and Sarah together $14,651 for the year from August 2025, in Derek Nexus pricing. The other two ICH M7 tools on most shortlists are on the record as well: the NIH held the Leadscope product suite at $27,450 a year for nine years, in Leadscope pricing, and the FDA has paid $15,000 a year for CASE Ultra and META Ultra since 2020, in MultiCASE CASE Ultra pricing.
Use these figures the way a procurement officer would rather than the way a press release would. They are government prices under government catalog codes, so they are a floor for commercial work, not a forecast. Award values sometimes span option years. And a license bought without scientific support is a different product from one bought with it. Read the term and the description, not just the number.
Five things that move the number
A quote for this kind of software is assembled, not looked up. Knowing the components is what lets you compare two quotes that arrive in different shapes, and it is what stops the second year being a surprise.
The single largest lever on almost every quote. Seats drive setup, training, support load and compute all at once, which is why a two chemist team and a twenty chemist team get quotes an order of magnitude apart for the same software. Floating licenses exist precisely to blunt this, and they are worth asking for by name.
These suites are sold in pieces. Docking, free energy, QSAR, ADMET, visualization and cheminformatics are often separate line items, and the headline number you were quoted by a peer may cover a different set than the one you need. Ask for the quote itemized by module before comparing it to anything.
Cloud hosting is usually a modest add on to the license. On premise is not, once you count the nodes, the scheduler and the person who maintains them. Compute for the heavier physics based methods is a real cost line that sits outside the license fee and is easy to leave out of a budget.
Multi year terms buy discount, which is fine if the program is funded for that long and expensive if it is not. A one year term on a grant cycle costs more per year and is the honest choice when the science may pivot. Perpetual licenses have largely given way to subscriptions across this market.
A deployment that has to satisfy GxP, 21 CFR Part 11 or an audit trail requirement is a different product commercially, even when it is the same binary. Validation documentation, qualified environments and change control all get priced, and this is the item most often discovered after the budget was set.
The decision underneath the budget
Most of the money in this category buys breadth. That is the right purchase when breadth is what the program needs, and an expensive way to answer one recurring question when it is not. The split is usually clean enough to see before you ask for a quote.
A full suite earns its price when
A narrow subscription is enough when
The narrow case, with the arithmetic shown
This site sells one narrow thing: a predicted MIC band per strain, an S, I or R call, the resistance mechanism expected to limit the compound and a confidence level, for a structure or a peptide sequence against a 6 strain panel. Because the price and the allowance are both published, the cost per compound divides out rather than arriving in an email.
| Plan | Per month | Per year | Screens a month | Per compound, full panel |
|---|---|---|---|---|
| Lab | $149 | $1,788 | 250 | $0.60 |
| Discovery | $499 | $5,988 | 2,000 | $0.25 |
| Program | $1,490 | $17,880 | 10,000 | $0.15 |
Put the annual column next to the category figures above and the comparison is not close, which is the point rather than a boast: these are different products bought for different reasons. A year of the largest plan here sits below the bottom of the published range for 3D molecular modeling software, and it buys one question answered well instead of a modeling environment.
The single compound path is the MIC prediction software, a file of structures goes through compound library screening software, and the same engine is available to a pipeline through the antibacterial screening API. If the budget conversation is really about building your own model rather than buying a suite, that trade is in QSAR software for antibacterial activity. How the narrower antibacterial category bills, including cost per compound against assay cost, is worked through in the antibacterial screening software pricing write up, and the feature level comparison sits in best antibacterial screening software.
Questions people ask before buying
Published figures run from about $10,000 a year for a small molecule design platform to $50,000 to $1,000,000 a year for 3D molecular modeling software, on the vendor ranges Optibrium publishes. Most vendors publish nothing and quote on request. Narrow, single purpose tools are the exception and are sold at normal subscription prices.
Because the quote is assembled per customer from seats, modules, deployment, term and validation needs, so a single number would be wrong for nearly everyone. The commercial effect is that price discovery costs the buyer weeks of calls, which is a real cost for a small team working to a grant deadline.
Schrodinger does not publish commercial pricing, and the Capterra listing shows contact vendor for pricing with no free trial and no free version. Secondary summaries circulate an academic starting figure that the primary listings do not confirm, so treat any specific number you read second hand as unverified until the quote arrives.
Yes, and it is worth knowing where it fits. AutoDock, PyRx and similar academic tools cost nothing to license and are genuinely capable. What they do not come with is support, validated builds, data provenance or anyone accountable for a wrong answer, so the saving is real for a student and thin for a funded program on a deadline.
A per user license is priced per named person. A site license covers everyone at a location or across the company for a flat fee. A floating license sits between them: you buy a number of concurrent sessions rather than named people, which suits a team where nobody uses the software all day.
A full computer aided drug design suite is an annual commitment in the tens of thousands of dollars at the low end and six figures once several modules and a handful of seats are involved. The license is not the whole number: compute, support, training and maintenance are separately priced by most vendors.
Only if you are doing structure based design across several target classes. If the recurring question is which compounds to put on a plate against which organisms, that is a narrower problem than a suite is built for, and it is answerable from structure and published activity for a monthly subscription rather than an annual license.
Ask for the quote itemized by module and by seat, what compute is included, what a second year costs, whether the term can follow the grant cycle, and what happens to your data and your models if you stop paying. Ask for the validation package price up front if you are anywhere near a regulated workflow.
Pricing
Lab is $149 a month for 250 screens with batches up to 50. Discovery is $499 for 2,000 screens, batches up to 1,000, and adds the API. Program is $1,490 for 10,000 screens with batches up to 10,000, which is the deck scale plan. Enterprise is $2,980 for 20,000 screens with a private deployment, bought on the same page as the rest.
Save 50 percent with yearly billing, charged once a year.
Lab
$74 /mo
$888 charged once a year
250 screens a month against the standard panels, with CSV export.
Get startedAcademic AMR lab, 1 to 2 chemists
Discovery
Most popular$249 /mo
$2,988 charged once a year
Custom panels, batch runs of a full series, API access and roles.
Get startedBiotech antibacterial program
Program
$745 /mo
$8,940 charged once a year
Library-scale runs, your own isolates, SSO, audit log and an SLA.
Get startedMulti-program biotech or discovery CRO
Enterprise
$1,490 /mo
$17,880 charged once a year
Private deployment, your internal isolate library, a named contact.
Get startedPharma, institute or consortium
See the read-out on a structure you know, then pick the plan that covers your volume.
What you are agreeing to
The pages behind the calls a screening budget has to make.
Screen your own compound.
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