Reflector Bio
Drug-discovery company that sells in silico phenotypic screening: a foundation model trained on functional screening experiments is fine-tuned on a customer's own assay data and deployed against the customer's compound library to predict cellular response and prioritise candidates, for biotech and pharmaceutical teams.
StageUndisclosed
Founded—
HeadquartersNew York, USA
New York, USAStatusPrivate
Product
Selected offerings — the AI products recorded here, not the vendor's full catalogue.
-
Reflector phenotypic screening Application
In silico phenotypic screening service: a foundation model trained on functional screening experiments across cell types and assay modalities is fine-tuned on the customer's data (as few as 50 small molecules with a quantitative endpoint) and run against the customer's compound library to predict functional cell response without a known target; engagements run about four weeks from data to prioritised candidates and are priced on outcome.
Similar products 37
No sourced competitor yet: no filing, vendor document or measured-market report read so far names a rival for this company, so none is asserted. The companies below are the closest by what their products do.
IM
Insilico MedicinePublicReflector phenotypic screening and Biology42: Generative Biologics do comparable work on drug discovery and model training; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded.2 of 2 capabilitiesShared product typeCompareCD
Chai DiscoveryLate-stageReflector phenotypic screening and Chai Discovery platform both list drug discovery; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareC
CradleLate-stageReflector phenotypic screening and Cradle both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareIL
Isomorphic LabsLate-stageReflector phenotypic screening and Drug Design Engine both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRP
Recursion PharmaceuticalsPublicReflector phenotypic screening and Recursion OS both list drug discovery; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareXT
Xaira TherapeuticsUndisclosedReflector phenotypic screening and Xaira AI platform (X-Cell, X-Design, X-Patient) both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareL
LunitPublicReflector phenotypic screening and Lunit SCOPE both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareO
OwkinLate-stageReflector phenotypic screening and BiomarkerPlus both list drug discovery; scale not recorded for either; ships AI agent and data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGD
Google DeepMindAcquiredReflector phenotypic screening and AlphaFold Server both list drug discovery; Reflector Bio's scale not recorded; Google DeepMind is acquired, with no independent scale.1 of 2 capabilitiesShared product typeCompareTA
Tempus AIPublicReflector phenotypic screening and Tempus Lens both list drug discovery; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareS
SiemensPublicReflector phenotypic screening and Simcenter PhysicsAI both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareR
RunwayLate-stageReflector phenotypic screening and Runway Data Augmentation both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareI
IBMPublicReflector phenotypic screening and IBM Inspection Workbench both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareOA
ORO AIUndisclosedReflector phenotypic screening and ORO both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareA
AmazonPublicReflector phenotypic screening and Amazon SageMaker Canvas both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSA
Snorkel AILate-stageReflector phenotypic screening and Snorkel Flow both list model training; Reflector Bio's scale not recorded; ships agent platform, data service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareU
UiPathPublicReflector phenotypic screening and UiPath AI Center both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareS
Space42PublicReflector phenotypic screening and GIQ both list model training; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareO
OraclePublicReflector phenotypic screening and MySQL HeatWave AutoML both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareN
NVIDIAPublicReflector phenotypic screening and NVIDIA BioNeMo do comparable work on drug discovery and model training; Reflector Bio's scale not recorded.2 of 2 capabilitiesShared product typeCompareH
HiggsfieldLate-stageReflector phenotypic screening and Higgsfield Soul ID Character both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareS
SunoLate-stageReflector phenotypic screening and Suno Custom Models both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareI
IdeogramEarly-stageReflector phenotypic screening and Custom Image Models both list model training; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareST
SK TelecomPublicReflector phenotypic screening and AI Cloud Manager both list model training; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareC
CueBenchUndisclosedReflector phenotypic screening and CueBench environments both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareE
EdotEnvUndisclosedReflector phenotypic screening and EdotEnv environments both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareT
TwolabsUndisclosedReflector phenotypic screening and Twolabs Environments and Datasets both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHC
Huawei CloudUndisclosedReflector phenotypic screening and EIHealth both list drug discovery; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareD
DatoricUndisclosedReflector phenotypic screening and Datoric datasets both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareE
EnactUndisclosedReflector phenotypic screening and Enact both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareS
StableBrowseUndisclosedReflector phenotypic screening and StableBrowse Physical AI Data both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAM
Applied MaterialsPublicReflector phenotypic screening and SmartFactory AI Predictive Metrology both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareK
KimptonUndisclosedReflector phenotypic screening and Kimpton Koliseum and EvalRouter both list model training; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTMThinking Machines LabLate-stageReflector phenotypic screening and Tinker both list model training; Reflector Bio's scale not recorded; ships API service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareE
EleutherAINonprofitReflector phenotypic screening and GPT-NeoX both list model training; Reflector Bio's scale not recorded; EleutherAI is a nonprofit, with no independent scale; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareT
TuringLate-stageReflector phenotypic screening and Off-the-shelf datasets both list model training; Reflector Bio's scale not recorded; ships agent platform and data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTA
Together AILate-stageReflector phenotypic screening and Together Fine-Tuning both list model training; Reflector Bio's scale not recorded; ships API service, developer tool and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompare
Insilico MedicinePublicReflector phenotypic screening and Biology42: Generative Biologics do comparable work on drug discovery and model training; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded.2 of 2 capabilitiesShared product typeCompareCDChai DiscoveryLate-stageReflector phenotypic screening and Chai Discovery platform both list drug discovery; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareCCradleLate-stageReflector phenotypic screening and Cradle both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareILIsomorphic LabsLate-stageReflector phenotypic screening and Drug Design Engine both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareRPRecursion PharmaceuticalsPublicReflector phenotypic screening and Recursion OS both list drug discovery; both also serve buyers who need to find drug candidates faster; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareXTXaira TherapeuticsUndisclosedReflector phenotypic screening and Xaira AI platform (X-Cell, X-Design, X-Patient) both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareLLunitPublicReflector phenotypic screening and Lunit SCOPE both list drug discovery; both also serve buyers who need to find drug candidates faster; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareOOwkinLate-stageReflector phenotypic screening and BiomarkerPlus both list drug discovery; scale not recorded for either; ships AI agent and data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareGDGoogle DeepMindAcquiredReflector phenotypic screening and AlphaFold Server both list drug discovery; Reflector Bio's scale not recorded; Google DeepMind is acquired, with no independent scale.1 of 2 capabilitiesShared product typeCompareTATempus AIPublicReflector phenotypic screening and Tempus Lens both list drug discovery; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSSiemensPublicReflector phenotypic screening and Simcenter PhysicsAI both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareRRunwayLate-stageReflector phenotypic screening and Runway Data Augmentation both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareIIBMPublicReflector phenotypic screening and IBM Inspection Workbench both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareOAORO AIUndisclosedReflector phenotypic screening and ORO both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAAmazonPublicReflector phenotypic screening and Amazon SageMaker Canvas both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSASnorkel AILate-stageReflector phenotypic screening and Snorkel Flow both list model training; Reflector Bio's scale not recorded; ships agent platform, data service and 1 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareUUiPathPublicReflector phenotypic screening and UiPath AI Center both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSSpace42PublicReflector phenotypic screening and GIQ both list model training; Reflector Bio's scale not recorded; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareOOraclePublicReflector phenotypic screening and MySQL HeatWave AutoML both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareNNVIDIAPublicReflector phenotypic screening and NVIDIA BioNeMo do comparable work on drug discovery and model training; Reflector Bio's scale not recorded.2 of 2 capabilitiesShared product typeCompareHHiggsfieldLate-stageReflector phenotypic screening and Higgsfield Soul ID Character both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareSSunoLate-stageReflector phenotypic screening and Suno Custom Models both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareIIdeogramEarly-stageReflector phenotypic screening and Custom Image Models both list model training; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareSTSK TelecomPublicReflector phenotypic screening and AI Cloud Manager both list model training; scale not recorded for either.1 of 2 capabilitiesShared product typeCompareCCueBenchUndisclosedReflector phenotypic screening and CueBench environments both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEdotEnvUndisclosedReflector phenotypic screening and EdotEnv environments both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTTwolabsUndisclosedReflector phenotypic screening and Twolabs Environments and Datasets both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareHCHuawei CloudUndisclosedReflector phenotypic screening and EIHealth both list drug discovery; scale not recorded for either.2 of 2 capabilitiesShared product typeCompareDDatoricUndisclosedReflector phenotypic screening and Datoric datasets both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEnactUndisclosedReflector phenotypic screening and Enact both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareSStableBrowseUndisclosedReflector phenotypic screening and StableBrowse Physical AI Data both list model training; scale not recorded for either; ships data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareAMApplied MaterialsPublicReflector phenotypic screening and SmartFactory AI Predictive Metrology both list model training; Reflector Bio's scale not recorded.1 of 2 capabilitiesShared product typeCompareKKimptonUndisclosedReflector phenotypic screening and Kimpton Koliseum and EvalRouter both list model training; scale not recorded for either; ships platform rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTMThinking Machines LabLate-stageReflector phenotypic screening and Tinker both list model training; Reflector Bio's scale not recorded; ships API service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareEEleutherAINonprofitReflector phenotypic screening and GPT-NeoX both list model training; Reflector Bio's scale not recorded; EleutherAI is a nonprofit, with no independent scale; ships developer tool rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTTuringLate-stageReflector phenotypic screening and Off-the-shelf datasets both list model training; Reflector Bio's scale not recorded; ships agent platform and data service rather than the same layer.1 of 2 capabilitiesDifferent layerCompareTATogether AILate-stageReflector phenotypic screening and Together Fine-Tuning both list model training; Reflector Bio's scale not recorded; ships API service, developer tool and 2 more rather than the same layer.1 of 2 capabilitiesDifferent layerCompareClosest alternatives are pairs a vendor page itself compares. Similar products are matched from what each product does; nothing in that group is asserted as a rivalry.
Sources
- Total funding
-
Pages read for this record state no funding total. Tried the home, science, FAQ and contact pages.
- Valuation
-
Pages read for this record state no valuation. Tried the home, science, FAQ and contact pages.
- Founded
-
No founding year on the home, science, FAQ, case-study or contact pages; the footer carries only a 2026 copyright.
- Public listing
-
No listing on the pages read; treated as private.
- Description
-
Official documentation · 19 Oct 2026
Home page: "Our foundation model is trained on diverse functional screening experiments across cell types, assay modalities, and small molecule classes, fine-tuned on your data and deployed against your compound library." The footer names Reflector Bio, Inc.
Open Reflector Bio in the directory
Something wrong here? Send a correction — quote this company id: reflector-bio.