GITNUXSOFTWARE ADVICE
Real Estate PropertyTop 10 Best Automated Valuation Model Software of 2026
Rankings of automated valuation model software tools for property appraisals, with side-by-side strengths and tradeoffs for teams and brokers.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
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Eppraisal is the strongest pick for teams running batch automated home value estimates with consistent valuation-date handling, while Clear Capital ClearAVM fits mortgage-adjacent workflows that need API-ready portfolio review outputs, and Househappy works well for residential appraisal groups packaging repeatable batch results.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Eppraisal
Confidence score driven triage that ties AVM outputs to downstream appraisal review prioritization.
Built for fits when appraisal programs need batch AVM output with review triage and consistent valuation-date handling..
Clear Capital ClearAVM
Editor pickAPI-oriented valuation output with review-support fields for automated case handoffs and structured exception handling.
Built for fits when mortgage-adjacent teams need API-ready AVM outputs for batch portfolio valuation review workflows..
HouseCanary
Editor pickReview-oriented valuation outputs include traceable market context tied to each valuation run.
Built for fits when lenders and appraisal teams need repeatable valuations delivered via API at portfolio throughput..
Related reading
Comparison Table
Eppraisal
SMBEppraisal offers free and paid automated home value estimates using public records and comparable sales.
Confidence score driven triage that ties AVM outputs to downstream appraisal review prioritization.
Eppraisal’s core flow takes structured property attributes and comparable information, performs automated valuation logic, and returns valuations suitable for review workflows. Batch valuation support helps agencies process large parcels with a consistent valuation date and standardized output fields. Output includes confidence-oriented metrics that can be used to route cases into appraisal review queues.
A key tradeoff is that high accuracy depends on data coverage and attribute completeness, because automated adjustments cannot compensate for missing or inconsistent property characteristics. Eppraisal fits situations where a team needs scheduled batch valuations for a geographic segment and uses confidence metrics to prioritize manual review.
- +Batch valuation runs for high-throughput production workflows
- +Confidence score outputs to triage valuation review
- +Automated adjustments driven by structured property and market inputs
- +Geographic market segmentation support for scoped modeling
- –Accuracy drops when property attribute ingestion is incomplete
- –Configuration requires governance discipline to keep results consistent
- –Review routing depends on how teams interpret confidence metrics
- –Real-time valuation API breadth is not the primary emphasis
County mass appraisal teams
Quarterly batch valuations
Lower review queue size
Mortgage underwriting analytics
Rapid valuation screening
Faster triage decisions
Show 2 more scenarios
Real estate analytics teams
Market segment monitoring
Clearer market behavior signals
Produces repeatable modeled outputs by area to compare valuation behavior across submarkets.
Appraisal review operations
Confidence-based workflow routing
More targeted review effort
Uses confidence signals to prioritize manual checks and focus time on uncertain valuations.
Best for: Fits when appraisal programs need batch AVM output with review triage and consistent valuation-date handling.
More related reading
Clear Capital ClearAVM
enterpriseResidential automated valuation technology for mortgage and real estate workflows.
API-oriented valuation output with review-support fields for automated case handoffs and structured exception handling.
ClearAVM fits teams that need repeatable AVM outputs across many properties with consistent valuation dates and standardized result fields. The service is designed for integration into mortgage and appraisal-adjacent systems where valuation results must flow into review queues and case records.
A key tradeoff is dependency on correct property addressing and attribute completeness, because missing or inconsistent property characteristics can degrade comparable selection and downstream confidence signals. ClearAVM is a practical choice when batch valuation throughput matters for credit processes and when an API handoff to internal tools reduces manual spreadsheet handling.
- +API delivery of valuation results supports case-system integration
- +Batch valuation workflows fit portfolio underwriting and periodic refreshes
- +Confidence and comparable-related fields aid structured appraisal review
- +Standardized outputs reduce manual normalization across valuation runs
- –Address and attribute quality directly affects valuation reliability
- –Comparable-related review requires internal workflow design
- –Geographic coverage must match the portfolio before rollout
Mortgage underwriting operations
Automate collateral valuation in cases
Reduced manual valuation handling
Appraisal review teams
Flag cases for deeper inspection
Higher review coverage efficiency
Show 2 more scenarios
Lending analytics teams
Run scheduled AVM refreshes
Fresher risk signals
Compute valuations in batch to support periodic risk monitoring and portfolio reporting.
Servicing operations
Revalue properties after triggers
Lower rework across teams
Trigger valuation API calls for affected properties to update case records quickly.
Best for: Fits when mortgage-adjacent teams need API-ready AVM outputs for batch portfolio valuation review workflows.
HouseCanary
enterpriseAutomated valuation models, property data, and analytics for residential real estate.
Review-oriented valuation outputs include traceable market context tied to each valuation run.
HouseCanary is designed for organizations that need consistent valuation runs tied to a defined valuation date and repeatable inputs for later comparison. The system pairs automated valuation generation with supporting metadata that helps reviewers trace results back to underlying market context. API access and batch processing support high-throughput valuation requests for portfolios and appraisal review pipelines.
A tradeoff is that teams must align their property attribute ingestion with HouseCanary’s required fields so results remain interpretable across property types. HouseCanary fits best when valuations must be generated repeatedly across time for portfolio workflows or appraisal management triage rather than one-off estimates.
- +API and batch execution support portfolio-scale valuation workflows
- +Reviewer-facing context for valuations reduces manual recomputation work
- +Model monitoring outputs support periodic backtesting and calibration review
- +Geospatial market signals improve consistency across neighborhood boundaries
- –Property attribute requirements demand careful data mapping before automation
- –Workflow fit is strongest for repeat runs, not ad hoc single estimates
- –Confidence and interval outputs require process training for reviewers
Mortgage underwriting teams
Pre-underwriting valuation triage
Fewer review back-and-forth
Real estate analytics teams
Portfolio batch valuation refresh
Timelier portfolio estimates
Show 2 more scenarios
Appraisal review operations
Comparator and context screening
Reduced manual research time
Use valuation context to focus reviewer time on cases with the largest market divergence signals.
Proptech data engineers
Automated valuation ingestion pipeline
More consistent valuation results
Integrate valuation generation via API while standardizing property attributes for predictable outputs.
Best for: Fits when lenders and appraisal teams need repeatable valuations delivered via API at portfolio throughput.
Veros VeroPRECISION
vertical specialistAutomated property valuation and collateral risk solutions for mortgage operations.
Governance-focused valuation run configuration that ties valuation outputs to specific effective dates for consistent operations.
Veros VeroPRECISION is built for automated valuation workflows that combine model execution, valuation governance, and review-ready outputs for property valuation use cases. It supports configurable model runs that produce standardized valuation results tied to specific effective and valuation dates.
The system emphasizes repeatable batch and operational valuation processing, with controls aimed at keeping results consistent across runs. Its integration depth centers on connecting valuation outputs into downstream appraisal and reporting workflows through an API-driven automation surface.
- +API-driven automation for batch valuation execution and downstream system handoff
- +Run configuration controls designed for consistent model execution across valuation dates
- +Standardized valuation outputs that fit review and reporting workflows
- +Governance oriented workflows that reduce variation between runs
- –Configuration and workflow design require more upfront planning than simple AVM tools
- –Complex operational deployments can be slower to iterate without a dedicated sandbox flow
- –Deep integration into specific lender appraisal stacks may need custom mapping work
- –Model tailoring for narrow property types can increase internal ownership load
Best for: Fits when lenders and appraisal operations need controlled, repeatable AVM runs wired into review workflows.
Restb.ai
API-firstComputer vision and property intelligence supporting automated real estate valuation.
API-based valuation automation that returns modeled results with uncertainty signals for appraisal review workflows.
Restb.ai performs automated valuation model workflows by ingesting property attribute inputs, generating comparable selection inputs, and producing modeled price outputs with supporting uncertainty signals. The product emphasizes automation of AVM runs in batch and an API surface for valuation requests that can be embedded into appraisal review tooling.
It also focuses on model governance for repeatable valuation configurations across valuation dates and property cohorts. Automation depth and integration breadth drive where Restb.ai fits in appraisal operations that need consistent model execution rather than ad hoc spreadsheet methods.
- +API-first AVM execution supports batch valuation and automated downstream workflows
- +Configurable valuation runs improve repeatability across valuation dates and property cohorts
- +Outputs include uncertainty signals that fit review workflows beyond a single point estimate
- +Automation reduces manual comparable selection work for standard property types
- –Limited visibility into feature engineering internals for advanced model debugging
- –Requires disciplined configuration to keep neighborhood boundaries consistent across runs
- –Comparable selection controls feel coarse for niche property categories
- –Geospatial coverage gaps can force manual fallback for edge locations
Best for: Fits when teams need API-driven AVM runs with repeatable configuration for consistent appraisal workflows.
SmartZip
SMBSmartZip provides automated valuation models and predictive analytics for real estate marketing.
Batch valuation execution with comparable selection controls that keep output consistency across repeated valuation dates.
SmartZip is an automated valuation model workflow tool built for property data ingestion, model configuration, and mass valuation runs. It focuses on repeatable comparable-based and attribute-driven valuation outputs, with controls for valuation date handling and result production at scale.
SmartZip also supports review-friendly exports for downstream appraisal teams and analytics teams that need consistent model runs. Automation is centered on batch processing cycles and repeat execution rather than ad hoc spreadsheet recalculation.
- +Batch valuation runs designed for consistent, repeatable outputs
- +Configurable comparable selection rules for property-level tuning
- +Exports that fit appraisal review workflows and file-based handoffs
- +Automation-oriented execution to reduce manual model reruns
- –Limited transparency into internal model training details for analysts
- –API and automation depth is weaker than top-tier AVM vendors
- –Geospatial segmentation controls are not as granular as in some competitors
- –Requires careful data preparation to avoid valuation outliers
Best for: Fits when appraisal operations need repeatable batch AVM runs with controlled comparable selection and file-based review handoffs.
ATTOM AVM API
API-firstProperty valuation data and AVM access through real estate data APIs.
Real-time valuation API outputs that tie into address resolution and effective-date driven recordkeeping.
ATTOM AVM API is a real-time valuation API designed for automated AVM ingestion inside underwriting, servicing, and appraisal review workflows. It provides address-to-valuation calls that return model outputs alongside supporting market signals for building consistent valuation records.
The integration focus is an API-first surface with batch and workflow-friendly request patterns. It also supports geospatial property lookups that help teams align valuation results to effective valuation dates and downstream policy rules.
- +API responses are structured for direct valuation ingestion into services
- +Supports batch-style processing for large lists of properties
- +Geospatial property resolution supports location-consistent valuation outputs
- +Valuation effective-date alignment helps keep records consistent across workflows
- –AVM feature depth depends on how downstream attributes are mapped
- –Higher-throughput use requires careful rate control and retry strategy
- –Comparable selection transparency is limited compared with analyst-driven tools
- –Governance for model versioning and audit trail needs extra implementation work
Best for: Fits when mortgage and servicing teams need automated, address-based valuation calls in production workflows.
PriceHubble
vertical specialistDigital property valuation and market analytics for real estate businesses.
Automated valuation output pipeline that returns review-ready results plus valuation run metadata for production workflows.
PriceHubble targets automated valuation model workflows with property data ingestion, comparable sales logic, and repeatable valuation runs. It focuses on operationalizing mass appraisal style outputs by pairing valuation configuration with batch delivery for multiple properties at once.
The key differentiator is its end-to-end AVM output pipeline that produces valuation results with accompanying model metadata needed for appraisal review workflows. Automation and integration centers on programmatic valuation requests and data feeds rather than manual spreadsheet adjustments.
- +Batch valuation runs support high-throughput property portfolios
- +Integration-focused AVM output packaging for downstream appraisal review
- +Configurable valuation settings for repeatable runs across dates
- +Programmatic valuation access reduces manual intervention
- –Comparable selection control is less transparent than research-grade tools
- –Model governance requires disciplined valuation-date and territory setup
- –Advanced model validation and backtesting depth is limited versus academic toolchains
- –Geospatial feature engineering controls are not exposed at the same granularity
Best for: Fits when lenders, assessment teams, or brokers need automated batch valuations with consistent configuration.
Revaluate
vertical specialistResidential property intelligence combining valuation, ownership, and market signals.
API-driven valuation request and response patterns that fit batch and operational review pipelines.
Revaluate automates property AVM workflows by ingesting property and market signals and producing valuation outputs with machine learning models. It focuses on repeatable batch valuation runs and supports publishing results for downstream appraisal review and decisioning.
Revaluate also provides an API surface for programmatic valuation requests and model-related automation tasks. Governance is handled through controlled configurations and operational controls around model execution and output generation.
- +API access enables programmatic valuation requests inside appraisal tooling
- +Batch valuation workflows fit high-volume mass appraisal operations
- +Model execution produces structured outputs for downstream review steps
- +Configurable market and property ingestion supports repeatable runs
- –Comparable selection controls can require iterative tuning for each geography
- –Real-time throughput limits are not clear from typical documentation alone
- –Advanced model validation and backtesting tools may need separate operational processes
- –End-to-end underwriting-style explainability tooling is not built into every workflow
Best for: Fits when valuation teams need API-driven batch AVM runs with repeatable ingestion and structured outputs.
Househappy
SMBHousehappy delivers AVM estimates and property condition data for residential real estate.
Reusable valuation request configuration for valuation dates and target geographies tied to the same property data pipeline.
Househappy is positioned for property analytics teams that need automated valuation model outputs tied to residential attribute data. It supports batch valuation generation and workflow-style handling of valuation requests rather than manual report creation.
The product focuses on integrating valuation logic into recurring appraisal cycles with repeatable configuration for valuation dates and target geographies. Househappy also provides a way to capture model output such as pricing estimates and validation-oriented metadata for appraisal review.
- +Batch valuation workflow reduces manual re-keying for recurring appraisal runs
- +Valuation dates and target geographies can be reused across scheduled processes
- +Output packaging supports handoff into appraisal review workflows
- +Integration paths help connect property attribute ingestion with valuation output
- –Limited evidence of a developer-first real-time valuation API surface
- –Comparable selection controls look less granular than specialist AVM tools
- –Model validation and backtesting tooling appears less configurable for deep studies
- –Automation depends on disciplined data preparation for consistent attribute coverage
Best for: Fits when residential appraisal teams need repeatable batch valuations with review-ready output packaging.
Conclusion
After evaluating 10 real estate property, Eppraisal stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right automated valuation model software
This buyer's guide covers Eppraisal, Clear Capital ClearAVM, HouseCanary, Veros VeroPRECISION, Restb.ai, SmartZip, ATTOM AVM API, PriceHubble, Reevaluate, and Househappy for automated valuation model software. The individual tool reviews focus on integration depth for appraisal review workflows, automation and API surface for batch valuation execution, and governance controls that keep valuation outputs consistent across valuation-date operations.
Across the reviewed tools, the practical differentiator is how valuation results get packaged for downstream systems and reviewer decisioning, including confidence-score triage, structured review-support fields, and run configuration that ties outputs to specific effective dates. Batch execution matters because high-throughput appraisal programs need repeatable processing of property lists with predictable outputs tied to the intended valuation date.
Automated valuation model software for batch and API-ready property valuation runs
Automated valuation model software produces modeled property values from ingested attributes and market signals, then delivers valuation outputs to appraisal and underwriting workflows. The deliverable is not just a price estimate, because tools like Eppraisal emphasize confidence-score driven triage that connects AVM outputs to downstream appraisal review prioritization.
For integration, many systems provide an API layer that supports programmatic valuation requests and batch valuation runs, with review-support metadata included for case-system handoffs. Clear Capital ClearAVM focuses on API delivery of valuation results that includes structured exception handling for automated case routing, while also tying reliability to the quality of address and attribute ingestion used for each valuation request.
AVM integration, automation, and governance controls that change appraisal outcomes
Automated valuation model software affects appraisal review not just by producing a value, but by shaping how results get routed, validated, and ingested into downstream systems. Tools that include automation and API-ready output packaging reduce manual recomputation work and keep valuation dates consistent across recurring runs.
Confidence-score triage for appraisal review prioritization
Eppraisal drives confidence-score triage that connects AVM outputs to appraisal review prioritization. Househappy emphasizes reusable valuation request configuration but does not center confidence-driven review routing in the same way.
API-first valuation outputs with structured review handoffs
Clear Capital ClearAVM and HouseCanary both deliver API-ready valuation results designed for automated case handoffs. Clear Capital ClearAVM adds structured exception handling for case routing, while HouseCanary includes reviewer-facing market context tied to each valuation run.
Effective-date run configuration for consistent operations
Veros VeroPRECISION uses governance-focused run configuration that ties outputs to specific effective dates for consistent operations. Eppraisal also emphasizes consistent valuation-date handling, but Veros pairs that with stronger run configuration controls designed for repeatable execution.
Batch execution designed for portfolio-scale throughput
Eppraisal, HouseCanary, and PriceHubble all support batch valuation workflows for high-throughput property lists. PriceHubble packages integration-ready output metadata for production workflows, while HouseCanary pairs batch execution with reviewer-facing context.
Comparable selection control level and transparency
SmartZip provides configurable comparable selection rules to keep outputs consistent across repeated valuation dates. Restb.ai focuses on API-based valuation automation and uncertainty signals, while SmartZip targets comparable selection controls as the primary tuning lever.
Uncertainty signals returned with modeled results
Restb.ai returns modeled results with uncertainty signals intended for appraisal review workflows. Eppraisal emphasizes confidence-score outputs for triage, while Restb.ai centers uncertainty information as part of the API automation payload.
Choose by output packaging, automation surface, and governance discipline level
Start with how each tool packages valuation outputs for the next step in the appraisal workflow. Confidence score triage, structured review-support fields, and run metadata determine whether review teams can act on results without rebuilding context.
Map the required decisioning signal to the tool output schema
If appraisal review prioritization needs a confidence-driven triage signal, Eppraisal is built around confidence score outputs used to triage valuation review. If review workflows must consume uncertainty signals alongside modeled results, Restb.ai returns uncertainty signals in the API automation output.
Pick batch portfolio refresh versus operational real-time valuation
For portfolio-scale batch valuation runs where consistent valuation-date handling matters, Eppraisal and HouseCanary support API and batch execution aimed at throughput. For address-based production workflows that need real-time valuation API calls, ATTOM AVM API is positioned around real-time valuation outputs tied to address resolution and effective-date recordkeeping.
Select for governance depth in effective-date and run control
If operations require controlled, repeatable AVM runs where effective-date behavior is part of governance, Veros VeroPRECISION ties valuation outputs to specific effective dates. If the workflow needs consistent valuation-date handling but governance is less about effective-date configuration and more about triage reliability, Eppraisal centers confidence-score driven review prioritization.
Decide whether comparable selection tuning is a workflow requirement
If comparable selection rules must be configurable to keep outputs consistent across repeated valuation dates, SmartZip provides configurable comparable selection controls. If comparable review is handled through structured exception handling and integration packaging rather than deep tuning controls, Clear Capital ClearAVM focuses on API delivery of valuation results with review-support fields.
Confirm data ingestion readiness for attribute and address quality
If the program cannot guarantee complete property attribute ingestion, Eppraisal reports accuracy drops when attribute ingestion is incomplete. If reliability depends heavily on address and attribute mapping into downstream records, Clear Capital ClearAVM and ATTOM AVM API both tie valuation reliability to how address and attributes are mapped.
Teams that benefit from AVM automation and reviewer-ready packaging
AVM programs that run valuations at scale need consistent valuation-date behavior and output formats that drive appraisal review workflows. Buyer outcomes depend on whether values come with the right review context and whether automation surfaces fit existing case systems.
Mortgage underwriting and servicing teams running portfolio refreshes
Clear Capital ClearAVM and HouseCanary support API-ready valuation outputs designed for batch portfolio valuation review workflows. These teams benefit when results include structured handoff fields or reviewer-facing context that reduces rework.
Appraisal operations requiring repeatable execution across valuation dates
Veros VeroPRECISION focuses on governance-focused run configuration that ties outputs to specific effective dates. Eppraisal also emphasizes consistent valuation-date handling for batch workflows that need repeatable production behavior.
Lenders and appraisal teams that need reviewer context tied to each run
HouseCanary includes reviewer-facing market context tied to each valuation run delivered via API and batch execution. Eppraisal also returns confidence-score triage, but HouseCanary emphasizes context that reduces manual recomputation.
Platforms building automated case-routing pipelines with exception handling
Clear Capital ClearAVM provides API-oriented valuation output with review-support fields and structured exception handling for automated case handoffs. Reevaluate also provides API-driven request and response patterns, but it is positioned more around ingestion and structured outputs than exception handling design.
Property analytics teams that require output uncertainty signals in review workflows
Restb.ai returns uncertainty signals in API-based valuation automation payloads intended for appraisal review workflows. Eppraisal provides confidence-score triage rather than uncertainty signals as the primary review decision input.
Common AVM buying mistakes that break automation and governance
Most AVM failures come from mismatches between the required decisioning signal and the tool output packaging. They also come from assuming that automation works the same way for real-time address calls and for batch portfolio refresh runs.
Buying a tool for batch throughput without aligning the review decisioning signal
Eppraisal is built for confidence-score driven triage that routes review prioritization, so appraisal systems should be ready to consume that signal. If the review process expects uncertainty signals, Restb.ai fits that output pattern more directly.
Assuming value accuracy will hold when property attribute ingestion is incomplete
Eppraisal reports accuracy drops when property attribute ingestion is incomplete, so data pipelines need completeness checks before batch valuation runs. Clear Capital ClearAVM also ties reliability to address and attribute quality, so attribute mapping gaps can degrade outcomes.
Treating effective-date governance as a minor configuration detail
Veros VeroPRECISION ties outputs to specific effective dates through governance-focused run configuration, so operations must treat effective-date setup as part of the controlled workflow. Eppraisal also depends on consistent valuation-date handling, so drifting parameters across runs can cause review inconsistency.
Overlooking comparable selection control depth for geographies with different market dynamics
SmartZip provides configurable comparable selection rules, so teams that need geography-level tuning should validate that workflow and governance capacity. Reevaluate can require iterative tuning of comparable selection controls for each geography, so it needs a tuning process rather than a set-and-forget pipeline.
Overestimating real-time throughput needs without rate and retry planning
ATTOM AVM API is positioned for real-time valuation API outputs, so production integrations must manage rate control and retries to avoid ingestion failures. For batch portfolio processing, vendors like HouseCanary and PriceHubble are built around batch execution patterns that reduce operational stress from real-time call volume.
How We Selected and Ranked These Tools
We evaluated Eppraisal, Clear Capital ClearAVM, HouseCanary, Veros VeroPRECISION, Restb.ai, SmartZip, ATTOM AVM API, PriceHubble, Reevaluate, and Househappy on output packaging for appraisal review and the automation surface available through API delivery. We weighted features at 40% because confidence-score triage, structured review-support fields, and batch execution design determine how valuations get used in production workflows.
We weighted ease and value at 30% each because run configuration complexity and integration friction affect repeatability across valuation-date operations. Eppraisal separated itself by pairing batch valuation runs with confidence score outputs that directly triage valuation review, and by supporting consistent valuation-date handling needed for high-throughput appraisal programs.
Frequently Asked Questions About automated valuation model software
How do Eppraisal and Veros VeroPRECISION handle valuation dates and effective dates in their AVM outputs?
Which tools provide an API-first workflow for address-to-valuation automation?
What breaks if comparable selection controls are weak in SmartZip and Clear Capital ClearAVM?
How do HouseCanary and PriceHubble deliver batch throughput for portfolio valuation runs?
When a team needs traceability from market context to each valuation record, how do HouseCanary and Veros VeroPRECISION differ?
Which tools support SSO and RBAC-style administration for valuation operators and reviewers?
How does ATTOM AVM API compare with HouseCanary for integrating geospatial lookups and property organization?
What data migration steps matter when switching from spreadsheet-based valuations to Restb.ai and PriceHubble?
Which tool is better for extensibility when valuations must feed multiple downstream appraisal or underwriting systems?
How do Househappy and SmartZip package outputs for appraisal review teams who need uncertainty signals and repeatability?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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