SUPERWISE

Security for AI Governance Risk ComplianceData Security also known as Blattner Technologies, Deep Insight Solutions

Market readinessHow well the company can compete in its security market, scored across eight dimensions against public evidence. Emerging: Market readiness of 24 or below. Below the typical band, where few analyzed companies sit.
DefensibilityHow well the company holds its position if competitors catch up on features, scored across seven dimensions against public evidence. Exposed: Defensibility of 12 or below. The position is exposed as AI lowers the cost of building commodity software.
Founded 2017
Last updated 2026-09-02

All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.

Executive Summary

SUPERWISE sells an AI gateway that sits at the network edge and rewrites what an application sends to a language model, stripping secrets, personal data and abusive text from the prompt before it leaves the perimeter. The brand arrived by purchase. Blattner Technologies bought the Israel-based company Superwise in January 2023 and the site now carries the acquired name, while the Gartner Cool Vendor entry its press page displays is dated September 2020, well before that deal. Pricing shows how the gateway reaches its buyer. Sentinel lists at $10, $25 and $50 a month and its top tier sells the right to operate in production rather than added capability. The chat product is sold separately, and the company describes its audience there as small, midsize and mid-market organizations.

Sourced Details

Description SUPERWISE sells an enterprise AI governance platform. Its Sentinel product is a proxy that sits at the network edge, captures an organization's LLM traffic, and strips secrets, personal data, and abusive language from prompts before they reach the model. [f1]
Founded 2017 [f2]
HQ Nashville, Tennessee, United States [f2]
Latest funding Regulation D exempt offering, $2M sold of a $7M offering, first sale 2021-05-20 [f3]

Products

Product What it does
SUPERWISE Sentinel An AI gateway deployed as a proxy at the network edge that inspects LLM calls, redacts secrets and personal data, and holds raw prompts inside the customer perimeter.
SUPERWISE AMP A runtime control plane between AI applications and models that applies guardrail rules to inputs and outputs and records an audit trail of each interaction.
SUPERWISE Chat A business chat assistant built on the SUPERWISE platform, with guardrail checks, policy enforcement, and a per-conversation audit trail applied to each exchange.

Matrix Coverage

AI Defense Matrix

GovernIdentifyProtectDetectRespondRecover
AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain.
AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices.
AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD.
AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic.
AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes.
Training Data Datasets used for training, fine-tuning, and continued learning.
Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history.
AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools.

SUPERWISE Sentinel proxies an organization's LLM traffic at the network edge, redacting secrets, personal data, and toxic content before prompts reach the model and logging every interaction. These capabilities are mapped to the AI Defense Matrix. [f1]

Market Readiness

How well the company can compete in its security market, scored across eight dimensions against public evidence.

Emerging 23 /40 Emerging: Market readiness of 24 or below. Below the typical band, where few analyzed companies sit.
Dimension Score Rationale
Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. 3/5 The buyer and the pain are both stated plainly: teams are sending prompts to third-party models with nothing inspecting what goes out, and the company frames that as a data and compliance exposure. The supporting numbers are analyst statistics the vendor selects and restates rather than independent measurement of this problem. [s1, s2, s15]
Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs and third-party validation. 3/5 The documentation is specific and testable: detector pages that state each guardrail's remediation action and show worked redaction examples, an activity log whose outcome column is enumerated, a stated privacy boundary that keeps prompts out of the cloud, and a published command-line installer. No third-party technical evaluation of any of it appears in the reviewed record. [s5, s6, s8, s2, s24, s25]
Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. 3/5 One independent demand signal carries the case, an IDC finding reported in November 2025 that 68% of companies invest in agentic AI while 7.9% can govern it at scale. Analyst placements are dated but reach the reader through the company's own press page, so the reviewed record shows a single kind of buyer-side evidence. [s15, s11, s21]
Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. 3/5 Oren Razon founded and sold the company whose name this business now uses, which is a build and an exit in the same field, and he appears on the leadership page as a senior director of product rather than an executive. The reviewed record puts no dollar value on that sale and shows no comparable in-domain history for the chief executive. [s10, s17, s18, s19]
GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. 3/5 A trusted-by row on the homepage carries five company names, among them Home Depot and Bridgestone, all of them presented by the company about itself. The one account described anywhere else is Renova Health, in an interview the chief executive gave, and no revenue amount, seat count or deployment figure appears in the reviewed record. [s1, s19, s10, s15]
Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. 3/5 Two SEC Form D filings show 9,000,000 dollars sold with a first sale in November 2020 and 2,000,000 dollars of a 7,000,000 dollar offering by May 2021, against a product line that has since shipped a gateway, a control plane and a chat product. The filings decline to disclose revenue, so output per dollar stays unconfirmed. [s22, s23, s1]
Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. 3/5 AI governance is a category analysts now name, with a Forrester landscape covering 22 vendors and an IDC assessment of the same market. The product line spans a gateway, a governance console, a chat assistant and consulting services, so a buyer still needs the vendor to say which budget line the purchase belongs to. [s21, s11, s1, s4]
Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. 2/5 The guardrails available in the Sentinel catalog are secret detection, personal-data redaction and a rudeness filter, each specified in the docs as replacing a match with a redaction placeholder. Nothing in the reviewed record shows a retained asset that a funded platform vendor adding the same three checks would have to reproduce. [s6, s3, s4]
Business Risks Two of the three guardrails in the Sentinel catalog work by matching known credential and identifier formats, and all three replace what they find with a placeholder, so the cited record shows no retained asset behind them that a funded rival would have to rebuild…
  • Two of the three guardrails in the Sentinel catalog work by matching known credential and identifier formats, and all three replace what they find with a placeholder, so the cited record shows no retained asset behind them that a funded rival would have to rebuild.
  • Every customer name in the record comes from the company itself, either a trusted-by row on its homepage or an interview its chief executive gave, so a buyer asking for a reference has nothing independent to check it against.
  • Sentinel's published plans stop at $50 a month and the chat ladder at $69 per user, and the reviewed record states no contract value for the contact-sales path beside them, so what a large account is worth to the company is not on the record.
  • The about page carries recognition claims, including a Forbes AI 50 entry and a Deloitte Fast 500 placement citing 847% revenue growth, that the company's own analyst-recognition page does not list, so a buyer relying on the analyst story has two versions of it to reconcile.
  • Marketing describes automatic blocking of policy violations while the guardrail documentation describes redaction, so a buyer who purchases on the blocking claim may find the shipped controls rewrite content instead of stopping it.
Problem & Market The problem SUPERWISE names is that nothing sits between an organization's applications and the language models they call. Prompts carry secrets, personal data and internal content out to a third-party provider, and the company frames this as a data and compliance exposure rather than a model-quality one. The evidence for the problem is analyst opinion the company selects. An IDC finding reported in November 2025 says that 68% of companies are investing in agentic AI while 7.9% can govern those systems at scale, and the homepage adds an IBM breach statistic and a Gartner effectiveness multiple. Those are statements about the market, not about buyers searching for this product. The framing has moved with the market. The business the company acquired sold model observability for production machine learning, and the current pitch is runtime control over language-model traffic. Both address trust in deployed models, but the buyer and the failure they fear are different…

The problem SUPERWISE names is that nothing sits between an organization's applications and the language models they call. Prompts carry secrets, personal data and internal content out to a third-party provider, and the company frames this as a data and compliance exposure rather than a model-quality one.

The evidence for the problem is analyst opinion the company selects. An IDC finding reported in November 2025 says that 68% of companies are investing in agentic AI while 7.9% can govern those systems at scale, and the homepage adds an IBM breach statistic and a Gartner effectiveness multiple. Those are statements about the market, not about buyers searching for this product.

The framing has moved with the market. The business the company acquired sold model observability for production machine learning, and the current pitch is runtime control over language-model traffic. Both address trust in deployed models, but the buyer and the failure they fear are different. [s1, s2, s15, s17]

Product Capabilities Sentinel is the part of the line that constrains what an AI system does. It deploys as a proxy through Docker, a command-line installer or a container cluster, applications point at it instead of at the model, and it inspects what passes through without any security code inside the applications themselves. The documented enforcement action is redaction, and blocking is documented one layer up. The guardrails offered in the Sentinel catalog are secret and credential detection, personal-data redaction and a rudeness filter, and the docs describe each as remediating, meaning it replaces matched content in place so the request still reaches the model. The activity log then records each interaction as passed, remediated, blocked or flagged, so a blocking outcome exists in the product's own vocabulary even though no guardrail in the current catalog is described as producing one. The two surfaces describe enforcement in different words. A rule check in the governance console resolves to a passed or violated result, the platform page says the same guardrails stop harmful outputs such as personal data and jailbreaks before they reach users, and the guardrails page promises automatic blocking, modification or flagging of violations in real time. What the detector documentation specifies for each shipped Sentinel guardrail is a redaction placeholder. The privacy boundary is the most specific engineering claim on record, and it belongs to the gateway. Prompts and responses passing through Sentinel stay inside the customer's environment while only counts, latency measurements and which rule fired reach the SUPERWISE cloud. The governance console is described differently, as capturing requests, responses and metadata for observability, so a buyer should ask which product holds what…

Sentinel is the part of the line that constrains what an AI system does. It deploys as a proxy through Docker, a command-line installer or a container cluster, applications point at it instead of at the model, and it inspects what passes through without any security code inside the applications themselves.

The documented enforcement action is redaction, and blocking is documented one layer up. The guardrails offered in the Sentinel catalog are secret and credential detection, personal-data redaction and a rudeness filter, and the docs describe each as remediating, meaning it replaces matched content in place so the request still reaches the model. The activity log then records each interaction as passed, remediated, blocked or flagged, so a blocking outcome exists in the product's own vocabulary even though no guardrail in the current catalog is described as producing one.

The two surfaces describe enforcement in different words. A rule check in the governance console resolves to a passed or violated result, the platform page says the same guardrails stop harmful outputs such as personal data and jailbreaks before they reach users, and the guardrails page promises automatic blocking, modification or flagging of violations in real time. What the detector documentation specifies for each shipped Sentinel guardrail is a redaction placeholder.

The privacy boundary is the most specific engineering claim on record, and it belongs to the gateway. Prompts and responses passing through Sentinel stay inside the customer's environment while only counts, latency measurements and which rule fired reach the SUPERWISE cloud. The governance console is described differently, as capturing requests, responses and metadata for observability, so a buyer should ask which product holds what. [s2, s3, s4, s5, s6, s7, s8, s24, s25]

Competitive Positioning An AI gateway that redacts secrets and personal data sits in a crowded part of the market. The Forrester landscape the company cites covers 22 vendors of AI governance solutions, and two of the three checks in the Sentinel catalog work by matching known credential and identifier formats, with the third a toxicity filter. The cited record shows no retained asset behind any of them. The company competes on placement rather than on detection. Traffic is captured at the network edge with no code change in any application, the policy lives in one place across every model and team, and raw content never leaves the customer's perimeter. That combination is a reasonable buying reason, and it is also the design a funded rival can copy. Analyst placement is the differentiator the company leads with, and it is reported by the company. The press page counts more than 57 analyst recognitions and names a Forrester landscape of 22 vendors, an IDC assessment alongside IBM, DataRobot and Collibra, and a Gartner Cool Vendor entry from September 2020. A buyer without analyst subscriptions can verify that those reports exist but not what they say about this vendor…

An AI gateway that redacts secrets and personal data sits in a crowded part of the market. The Forrester landscape the company cites covers 22 vendors of AI governance solutions, and two of the three checks in the Sentinel catalog work by matching known credential and identifier formats, with the third a toxicity filter. The cited record shows no retained asset behind any of them.

The company competes on placement rather than on detection. Traffic is captured at the network edge with no code change in any application, the policy lives in one place across every model and team, and raw content never leaves the customer's perimeter. That combination is a reasonable buying reason, and it is also the design a funded rival can copy.

Analyst placement is the differentiator the company leads with, and it is reported by the company. The press page counts more than 57 analyst recognitions and names a Forrester landscape of 22 vendors, an IDC assessment alongside IBM, DataRobot and Collibra, and a Gartner Cool Vendor entry from September 2020. A buyer without analyst subscriptions can verify that those reports exist but not what they say about this vendor. [s2, s6, s11, s21]

Go-to-Market & Traction The published motion is self-serve, and a contact-sales path runs beside it. Sentinel's launch plans start free for 30 days and then cost $10, $25 or $50 a month, with the upgrade buying the right to operate rather than extra features, while the same page invites a buyer who needs Sentinel deployed for a business to get in touch. The chat product runs its own ladder up to a $69 per-user Business Plus plan. Customer evidence is self-presented. A trusted-by row on the homepage carries Bridgestone, Firestone AG, NuevoSono, Renova Health and Home Depot. Renova Health is the single name described in any detail anywhere else, in an interview the chief executive gave to a technology outlet. Nothing in the reviewed record states revenue, seat counts or deployment scale. Independent coverage exists but is thin and product-launch shaped. SiliconANGLE wrote up the June 2025 agent-operations launch and the November 2025 guardrails release, and the trade press covered the 2023 acquisition. The funding record is two records that do not line up: both SiliconANGLE pieces cite an aggregator figure of $4.5M, while the SEC filings under Deep Insight Solutions report 9,000,000 dollars sold in one offering and 2,000,000 dollars in another…

The published motion is self-serve, and a contact-sales path runs beside it. Sentinel's launch plans start free for 30 days and then cost $10, $25 or $50 a month, with the upgrade buying the right to operate rather than extra features, while the same page invites a buyer who needs Sentinel deployed for a business to get in touch. The chat product runs its own ladder up to a $69 per-user Business Plus plan.

Customer evidence is self-presented. A trusted-by row on the homepage carries Bridgestone, Firestone AG, NuevoSono, Renova Health and Home Depot. Renova Health is the single name described in any detail anywhere else, in an interview the chief executive gave to a technology outlet. Nothing in the reviewed record states revenue, seat counts or deployment scale.

Independent coverage exists but is thin and product-launch shaped. SiliconANGLE wrote up the June 2025 agent-operations launch and the November 2025 guardrails release, and the trade press covered the 2023 acquisition. The funding record is two records that do not line up: both SiliconANGLE pieces cite an aggregator figure of $4.5M, while the SEC filings under Deep Insight Solutions report 9,000,000 dollars sold in one offering and 2,000,000 dollars in another. [s13, s2, s14, s1, s19, s15, s16, s17, s22, s23]

Team & Credibility The leadership page separates the operators from the founder whose product this was. Russ Blattner is chief executive and a co-founder, John Leschorn is chief product officer and a co-founder, and Oren Razon, who co-founded and led the acquired Superwise, holds a senior director of product title. Razon carries the in-domain record on this team. He built a model-observability product, took it to an acquisition in January 2023, and described in a 2022 interview the gap between using AI and trusting it that the product was built to close. The reviewed record puts no value on that sale. The chief executive's public account is about operating enterprise technology rather than about securing it. He describes the acquisition as buying a mature governance engine and an Israeli research and development team, which is a candid statement that the technical core came from outside…

The leadership page separates the operators from the founder whose product this was. Russ Blattner is chief executive and a co-founder, John Leschorn is chief product officer and a co-founder, and Oren Razon, who co-founded and led the acquired Superwise, holds a senior director of product title.

Razon carries the in-domain record on this team. He built a model-observability product, took it to an acquisition in January 2023, and described in a 2022 interview the gap between using AI and trusting it that the product was built to close. The reviewed record puts no value on that sale.

The chief executive's public account is about operating enterprise technology rather than about securing it. He describes the acquisition as buying a mature governance engine and an Israeli research and development team, which is a candid statement that the technical core came from outside. [s10, s17, s18, s19]

Trust Readiness The company publishes a trust page and gates the evidence behind it…

The company publishes a trust page and gates the evidence behind it. SOC 2 Type II is listed as active with a December 2024 audit and ISO 27001 with a November 2024 audit, alongside GDPR and HIPAA entries. Both the SOC 2 report and the penetration-test summary require a non-disclosure agreement, and there is no downloadable audit report on the page itself.

Two of the company's own pages disagree about how firm those controls are. The chat product page badges the offering as SOC 2 Ready, HIPAA Ready and GDPR Ready, while the trust page lists SOC 2 Type II as an active certification with a dated audit behind it. A buyer's security reviewer will have to reconcile those before signing.

The recognition claims are uneven across the site. The about page carries a Forbes AI 50 entry and a Deloitte Fast 500 placement citing 847% revenue growth, and the analyst-recognition page, which sets out the Gartner, IDC and Forrester placements in detail with document numbers, names neither. A buyer weighing the analyst story should ask which of these the company will document. [s9, s14, s10, s11]

Competitors Portkey, WitnessAI, SurePath AI, Cloudflare, Liminal…
Company Relationship Note Compare
Portkey competes with Competes for the same buyer placing a gateway in front of model calls to apply policy in one place.
WitnessAI competes with Competes for the same buyer wanting inspection and policy on employee and application AI traffic. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.
SurePath AI competes with Competes for the same buyer routing outbound AI traffic through a controlled path with redaction. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.
Cloudflare competes with Competes as a platform vendor whose customers already route traffic through it and can add model-call policy there. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.
Liminal adjacent Adjacent because its center of gravity is keeping sensitive data out of third-party models rather than governing agent operations. N/AWe captured the evidence for these companies under different evidence-model versions (v1 vs v2), so the totals were scored under different conditions and are not directly comparable.

Add analyzed competitors to compare them side by side with SUPERWISE.

Strategy Deep Dive

A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.

Defensibility

Exposed 12 /21 Exposed: Defensibility of 12 or below. The position is exposed as AI lowers the cost of building commodity software. pivot urgently

The design that makes Sentinel safe to adopt is the same one that keeps it easy to leave. Prompts and responses passing through the gateway never reach the vendor, which is the right answer for a buyer and also leaves the company holding operating metadata rather than an asset that took years to build. The cited record names no corpus, patent or licensed content it retains. The three checks in the Sentinel catalog are secret detection, personal-data redaction and a rudeness filter, and applications reach them by pointing at an endpoint. What remains is real engineering, a proxy holding a sub-10ms budget with content kept inside the customer's perimeter. Most defensible where a buyer wants one control point across many models, weakest against a platform vendor already carrying the traffic.

Dimension Score Rationale
Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. 1/3 Customers buy software they deploy and operate themselves, with Sentinel listed at $10, $25 or $50 a month, and the upgrade buys the right to run it in production rather than a service. Nothing in the reviewed record moves responsibility for an AI system's behavior to the vendor.
Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. 2/3 Every model call runs through the Sentinel proxy while it is deployed, but an application reaches it by pointing at an endpoint and the guardrail policy is a catalog of three checks the gateway pulls from the control plane each minute. The cited record documents that every model call passes through the proxy and does not size what leaving would cost.
Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. 1/3 SOC 2 Type II, ISO 27001, GDPR and HIPAA are the entry cost of selling to enterprises and a funded competitor can obtain the same set through ordinary preparation. No mandate, authorization or retained liability that would block a replacement appears in the reviewed record.
Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. 3/3 Sentinel is a real-time proxy that inspects and rewrites live model traffic under a stated sub-10ms policy budget and keeps a split-plane architecture so gateway content stays inside the customer's environment, with toxicity and jailbreak rules applied to the same stream. That is systems work, not configuration.
Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. 2/3 The company states that its chat product serves small, midsize and mid-market organizations, and Sentinel is listed at $10 to $50 a month with developer use allowed to stay on the cheap tiers inside a company. A trusted-by row on the homepage carries Home Depot and Bridgestone, and the reviewed record shows no procurement-gated purchase behind either name.
Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. 2/3 Sentinel is a gateway other applications route through, and the company also sells a governance console and an end-user chat assistant on top of the same platform. Scored across the company, that is a platform carrying application features rather than infrastructure alone.
Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. 1/3 The cited record names no retained corpus, patent or licensed content, and the two pattern-based guardrails it documents match known credential and identifier formats. What the record does show the vendor holding is per-customer operating metadata from the gateway and per-customer observability data from the governance console, which is customer data in the vendor's custody rather than an accumulated asset of its own.
Strategic Market Segmentation The stated target and the priced target are different buyers…

The stated target and the priced target are different buyers. The marketing names healthcare, financial services, legal and manufacturing as regulated industries it is built for, while the Sentinel price list addresses individual developers at $10 and $25 a month and business use at $50 a month.

The company's own statement of who buys is smaller than the industry list. It describes the chat product as serving small, midsize and mid-market organizations, and it draws the Sentinel segment line on use rather than on size. Developer use may stay on the cheaper tiers inside a company, and the business tier applies when Sentinel protects production or automated operational workflows. That is a usage-rights boundary of the kind a self-serve product uses, not a procurement boundary.

The names the company puts forward point at large enterprises. The homepage carries a trusted-by row listing Bridgestone, Firestone AG, NuevoSono, Renova Health and Home Depot, and the reviewed record does not say what any of them bought, or how such an account is sold, sized or supported.

Product Capabilities & AI Advantages Placement is the capability, and the placement is specific…

Placement is the capability, and the placement is specific. Sentinel is a proxy at the network edge that captures the organization's model traffic without any security code in the applications, deploys through Docker, a command-line installer or a container cluster, and forwards requests upstream with sensitive content already removed.

The detection work itself is pattern matching plus a toxicity model. The secret guardrail scans payloads for structured string patterns matching known API keys, cloud credentials and private token formats, and the personal-data guardrail matches structured identifiers, some of them from a keyword next to the identifier. Each is described as a remediating guardrail whose action replaces the match with a redaction placeholder so the request still proceeds. The governance console adds jailbreak and topic rules whose checks return passed or violated.

The privacy split is the design decision with the most consequence, and it belongs to Sentinel rather than to the company. Raw prompts and responses from the gateway never reach the SUPERWISE cloud, which receives volumetric counts, which rule fired, and latency measurements. The governance console is described differently, as capturing requests, responses and metadata for observability, and the chat product routes every conversation through SUPERWISE infrastructure for governance and audit.

Latency is claimed rather than demonstrated. The platform page states policy evaluation in under 10ms and the activity log reports policy latency separately from end-to-end time, so a buyer can measure it after deployment, and no independent measurement appears in the reviewed record.

Sales Engagement & Go-to-Market The motion is product-led and starts free…

The motion is product-led and starts free. Every tier carries 30 days free with no credit card and the same use rights as the paid tier, the gateway ships through Docker, a command-line installer or a container cluster, and the documentation is open to anyone. That lowers the cost of trying the product and says nothing about how a large account is closed.

Analyst placement is the company's chosen proof, and the company is the one reporting it. The press page counts more than 57 analyst recognitions and names a Forrester landscape covering 22 vendors, an IDC assessment placing the company alongside IBM, DataRobot and Collibra, and a Gartner Cool Vendor entry from September 2020. The Forrester report page confirms the landscape exists, covers 22 vendors and was published in April 2025 under Michele Goetz, and its vendor list sits behind a paywall.

Independent coverage tracks launches rather than adoption. SiliconANGLE reported the June 2025 agent-operations launch and the November 2025 guardrails release, and trade press covered the 2023 acquisition. Neither carries a customer, a deployment or a revenue figure.

Pricing Model Sentinel's published pricing is flat and small…

Sentinel's published pricing is flat and small. Solo is $10 a month, Pro is $25 and Business is $50 a month, every tier carries the same core feature set, and 30 days of each are free without a credit card. The product page also invites a buyer who needs Sentinel deployed for a business to get in touch, so a contact-sales path runs beside the list. Chat is priced separately, billed per user per month with no seat minimum, and runs up to a Business Plus plan at $69 per user.

The upgrade sells permission rather than capability. The company states that upgrading buys the right to operate rather than extra features, that Business applies once Sentinel protects production or automated workflows, and that Solo includes one Sentinel deployment while Pro and Business include up to five each.

The model has a consequence the company acknowledges in its own copy. Interaction limits are described as soft during launch and pricing is described as a working model that may be refined, so the published numbers are a customer-acquisition posture rather than a settled commercial position.

Product Delivery & Operations Who runs the software depends on which product it is…

Who runs the software depends on which product it is. Sentinel ships as a proxy the customer deploys into its own environment through Docker, a command-line installer or a container cluster, and the customer chooses which guardrails that gateway enforces, while the governance console is offered as a fully managed service with no infrastructure for the customer to provision.

The control plane is thin by design. Each gateway opens an outbound connection to the SUPERWISE cloud, pulls its guardrail policy on a heartbeat roughly once a minute, and reports operating metadata back. A policy change is live within about a minute, which the docs state plainly.

Operational visibility is metadata visibility. The activity log streams each interaction with its gateway, provider, model, outcome and latency, and it deliberately carries no prompt or response content, so an operator sees that a rule fired without seeing what it fired on.

Earning Customers' Trust The trust page lists current certifications and gates the evidence behind them. SOC 2 Type II appears as active with a December 2024 audit and ISO 27001 with a November 2024 audit, alongside GDPR and HIPAA entries, and both the SOC 2 report and the penetration-test summary require a non-disclosure agreement. Two of the company's own pages describe the same posture differently. The chat product page badges the offering as SOC 2 Ready, HIPAA Ready and GDPR Ready, while the trust page lists SOC 2 Type II as an active certification with a dated audit behind it. A security reviewer will need the company to reconcile the two before the paperwork moves. The recognition claims are uneven across the site. The about page carries a Forbes AI 50 entry and a Deloitte Fast 500 placement citing 847% revenue growth, and the analyst-recognition page, which sets out the Gartner, IDC and Forrester placements in detail with document numbers, names neither. A buyer weighing the analyst story should ask which of these the company will document…

The trust page lists current certifications and gates the evidence behind them. SOC 2 Type II appears as active with a December 2024 audit and ISO 27001 with a November 2024 audit, alongside GDPR and HIPAA entries, and both the SOC 2 report and the penetration-test summary require a non-disclosure agreement.

Two of the company's own pages describe the same posture differently. The chat product page badges the offering as SOC 2 Ready, HIPAA Ready and GDPR Ready, while the trust page lists SOC 2 Type II as an active certification with a dated audit behind it. A security reviewer will need the company to reconcile the two before the paperwork moves.

The recognition claims are uneven across the site. The about page carries a Forbes AI 50 entry and a Deloitte Fast 500 placement citing 847% revenue growth, and the analyst-recognition page, which sets out the Gartner, IDC and Forrester placements in detail with document numbers, names neither. A buyer weighing the analyst story should ask which of these the company will document.

Platform Strategy & Ecosystem Positioning The gateway is model-agnostic by construction…

The gateway is model-agnostic by construction. Its activity log records the upstream provider as OpenAI, Anthropic, Gemini or a custom provider, the console claims support for more than 50 providers through an SDK or API, and the customer keeps whichever models it already uses.

Agent frameworks are the second integration surface. The agent-operations release supports agents built with Flowise, Dify, CrewAI, Langflow and n8n, which places the company alongside open-source builder tools rather than in competition with them.

Neutrality cuts both ways. A gateway that any model can sit behind is also a gateway a customer can point at a different checker, since the applications call an endpoint rather than embed the vendor's code.

Team & Execution Capability The founder with the in-domain record is not the one running the company. Russ Blattner is chief executive and a co-founder and John Leschorn is chief product officer and a co-founder, while Oren Razon, who co-founded and led the acquired Superwise, is listed as a senior director of product. Razon carries the technical history on this team. He built a model-observability product, sold it in January 2023, and set out in a 2022 interview the gap between using AI and trusting it that the product was meant to close. The reviewed record puts no value on that sale. The chief executive is candid about where the engineering came from. He describes the acquisition as buying a mature observability and governance engine together with an Israeli research and development team, which locates the technical core outside the founding company…

The founder with the in-domain record is not the one running the company. Russ Blattner is chief executive and a co-founder and John Leschorn is chief product officer and a co-founder, while Oren Razon, who co-founded and led the acquired Superwise, is listed as a senior director of product.

Razon carries the technical history on this team. He built a model-observability product, sold it in January 2023, and set out in a 2022 interview the gap between using AI and trusting it that the product was meant to close. The reviewed record puts no value on that sale.

The chief executive is candid about where the engineering came from. He describes the acquisition as buying a mature observability and governance engine together with an Israeli research and development team, which locates the technical core outside the founding company.

Sources

Company Detail Sources (3)
Id Source Tier Accessed
f1 SUPERWISE Sentinel: The AI Gateway official 2026-09-02
f2 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2020-11-01 regulatory 2026-09-02
f3 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2021-05-20 regulatory 2026-09-02
Profile Analysis Sources (25)
Id Source Tier Accessed
s1 SUPERWISE: homepage
“SUPERWISE Sentinel is your AI Gateway — a live guardrail layer to observe, manage, and enforce guardrails across every interaction — SUPERWISE Chat is your safe and secure AI chat for business teams.”
official 2026-09-02
s2 SUPERWISE: Sentinel product page
“SUPERWISE Sentinel is an enterprise AI gateway. Deploy a sentinel, a lightweight proxy at your network edge, to capture 100% of your LLM traffic, redact secrets, PII, and toxic content, and keep raw data inside your perimeter.”
official 2026-09-02
s3 SUPERWISE: Guardrails product page
“Evaluate AI outputs against your policies in real-time. Block, modify, or flag violations automatically.”
official 2026-09-02
s4 SUPERWISE: AMP platform page
“SUPERWISE AMP sits between AI applications and underlying models, acting as a control plane that governs, observes, and enforces policies across your entire AI environment.”
official 2026-09-02
s5 SUPERWISE docs: Activity log
“`Passed`, `Remediated`, `Blocked`, or `Flagged`.”
official 2026-09-02
s6 SUPERWISE docs: Manage guardrails
“The available guardrails are [Secret & credential detection](doc:secret-credential-detection), [PII redaction](doc:pii-redaction), and [Rudeness & toxicity](doc:rudeness-toxicity). Each is added as a **remediating** guardrail — it redacts matched content in place.”
official 2026-09-02
s7 SUPERWISE docs: Configure a Guardrail
“Anytime a check of a specific rule is conducted, it can result in either a "Passed" or "Violated" outcome.”
official 2026-09-02
s8 SUPERWISE docs: Data privacy
“Your raw prompts and responses are never sent to SUPERWISE® — only anonymous operational metadata is.”
official 2026-09-02
s9 SUPERWISE: Trust Center page
“SUPERWISE maintains industry-leading security certifications and undergoes regular third-party audits.”
official 2026-09-02
s10 SUPERWISE: About page
“Enterprise AI demands enterprise-grade security. We’re SOC 2 Type II compliant and HIPAA compliant.”
official 2026-09-02
s11 SUPERWISE: Press and analyst recognition page
“IDC MarketScape: Worldwide Unified AI Governance Platforms 2025 Positioned alongside IBM, DataRobot, and Collibra Doc #US53514825”
official 2026-09-02
s12 SUPERWISE: Terms of Use
“the term "Provider", or "SUPERWISE" refer to Deep Insight Solutions, inc. d.b.a. SUPERWISE”
official 2026-09-02
s13 SUPERWISE: Pricing page
“30 days free on every tier, no credit card, with the same use rights as the paid tier. Then $10, $25, or $50 per month.”
official 2026-09-02
s14 SUPERWISE: Chat solution page
“SOC 2 Ready, HIPAA Ready, GDPR Ready”
official 2026-09-02
s15 SiliconANGLE: Superwise expands agentic governance platform with new real-time guardrails
“According to International Data Corp. research , though 68% of companies are investing in agentic AI, only 7.9% can govern these systems at scale.”
press 2026-09-02
s16 SiliconANGLE: SUPERWISE launches AgentOps to bring governance to AI agent operations
“According to SUPERWISE, a trade name of Deep Insight Solutions, the release marks a significant step forward in making responsible AI not just possible, but practical and scalable.”
press 2026-09-02
s17 Daily Research News Online: Blattner Tech Buys MLOps Specialist Superwise
“Predictive transformation services company Blattner Technologies has acquired machine learning operations ('MLOps') specialist Superwise for an undisclosed sum.”
press 2026-09-02
s18 CTech: 20-Minute Leaders interview with Oren Razon
“Bridging the gap between leveraging AI and trusting the technology is the mission of Superwise.ai, says Oren Razon, co-founder and CEO.”
press 2026-09-02
s19 Unite.AI: interview with Russ Blattner
“The Superwise.ai acquisition was a turning point because it gave us a mature, battle-tested observability and governance engine, and an incredibly talented Israeli R&D team that had been solving AI governance problems for years.”
press 2026-09-02
s20 PR Newswire: Blattner Tech Acquires Superwise
“NASHVILLE, Tenn. , Jan. 19, 2023 /PRNewswire/ -- Blattner Technologies announced it has acquired Superwise, a leader in Machine Learning Operations (MLOps)”
press 2026-09-02
s21 Forrester: The AI Governance Solutions Landscape, Q2 2025 report page
“The AI Governance Solutions Landscape, Q2 2025 Forrester’s Overview Of 22 Vendors Michele Goetz”
research 2026-09-02
s22 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2020-11-01
“Jurisdiction of Incorporation/Organization DELAWARE Year of Incorporation/Organization Over Five Years Ago X Within Last Five Years (Specify Year) 2017”
regulatory 2026-09-02
s23 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2021-05-20
“Total Offering Amount $ 7,000,000 USD or Indefinite Total Amount Sold $ 2,000,000 USD Total Remaining to be Sold $ 5,000,000 USD”
regulatory 2026-09-02
s24 SUPERWISE docs: PII redaction guardrail
“**Remediation action:** Replace with `{{REDACTED}}` — The matched PII values are replaced with redaction placeholders before the prompt is forwarded to the LLM, allowing the request to proceed while protecting personal data.”
official 2026-09-02
s25 SUPERWISE docs: Secret and credential detection guardrail
“**Remediation action:** Replace with `{{REDACTED}}` — The problematic credential string is identified and replaced with a redaction placeholder, allowing the request to proceed to the upstream model without exposing the secret.”
official 2026-09-02
Deep-Dive Sources (25)
Id Source Tier Accessed
s1 SUPERWISE: homepage
“SUPERWISE Sentinel is your AI Gateway — a live guardrail layer to observe, manage, and enforce guardrails across every interaction — SUPERWISE Chat is your safe and secure AI chat for business teams.”
official 2026-09-02
s2 SUPERWISE: Sentinel product page
“SUPERWISE Sentinel is an enterprise AI gateway. Deploy a sentinel, a lightweight proxy at your network edge, to capture 100% of your LLM traffic, redact secrets, PII, and toxic content, and keep raw data inside your perimeter.”
official 2026-09-02
s3 SUPERWISE: Guardrails product page
“Evaluate AI outputs against your policies in real-time. Block, modify, or flag violations automatically.”
official 2026-09-02
s4 SUPERWISE: AMP platform page
“SUPERWISE AMP sits between AI applications and underlying models, acting as a control plane that governs, observes, and enforces policies across your entire AI environment.”
official 2026-09-02
s5 SUPERWISE docs: Activity log
“`Passed`, `Remediated`, `Blocked`, or `Flagged`.”
official 2026-09-02
s6 SUPERWISE docs: Manage guardrails
“The available guardrails are [Secret & credential detection](doc:secret-credential-detection), [PII redaction](doc:pii-redaction), and [Rudeness & toxicity](doc:rudeness-toxicity). Each is added as a **remediating** guardrail — it redacts matched content in place.”
official 2026-09-02
s7 SUPERWISE docs: Configure a Guardrail
“Anytime a check of a specific rule is conducted, it can result in either a "Passed" or "Violated" outcome.”
official 2026-09-02
s8 SUPERWISE docs: Data privacy
“Your raw prompts and responses are never sent to SUPERWISE® — only anonymous operational metadata is.”
official 2026-09-02
s9 SUPERWISE: Trust Center page
“SUPERWISE maintains industry-leading security certifications and undergoes regular third-party audits.”
official 2026-09-02
s10 SUPERWISE: About page
“Enterprise AI demands enterprise-grade security. We’re SOC 2 Type II compliant and HIPAA compliant.”
official 2026-09-02
s11 SUPERWISE: Press and analyst recognition page
“IDC MarketScape: Worldwide Unified AI Governance Platforms 2025 Positioned alongside IBM, DataRobot, and Collibra Doc #US53514825”
official 2026-09-02
s12 SUPERWISE: Terms of Use
“the term "Provider", or "SUPERWISE" refer to Deep Insight Solutions, inc. d.b.a. SUPERWISE”
official 2026-09-02
s13 SUPERWISE: Pricing page
“30 days free on every tier, no credit card, with the same use rights as the paid tier. Then $10, $25, or $50 per month.”
official 2026-09-02
s14 SUPERWISE: Chat solution page
“SOC 2 Ready, HIPAA Ready, GDPR Ready”
official 2026-09-02
s15 SiliconANGLE: Superwise expands agentic governance platform with new real-time guardrails
“According to International Data Corp. research , though 68% of companies are investing in agentic AI, only 7.9% can govern these systems at scale.”
press 2026-09-02
s16 SiliconANGLE: SUPERWISE launches AgentOps to bring governance to AI agent operations
“According to SUPERWISE, a trade name of Deep Insight Solutions, the release marks a significant step forward in making responsible AI not just possible, but practical and scalable.”
press 2026-09-02
s17 Daily Research News Online: Blattner Tech Buys MLOps Specialist Superwise
“Predictive transformation services company Blattner Technologies has acquired machine learning operations ('MLOps') specialist Superwise for an undisclosed sum.”
press 2026-09-02
s18 CTech: 20-Minute Leaders interview with Oren Razon
“Bridging the gap between leveraging AI and trusting the technology is the mission of Superwise.ai, says Oren Razon, co-founder and CEO.”
press 2026-09-02
s19 Unite.AI: interview with Russ Blattner
“The Superwise.ai acquisition was a turning point because it gave us a mature, battle-tested observability and governance engine, and an incredibly talented Israeli R&D team that had been solving AI governance problems for years.”
press 2026-09-02
s20 PR Newswire: Blattner Tech Acquires Superwise
“NASHVILLE, Tenn. , Jan. 19, 2023 /PRNewswire/ -- Blattner Technologies announced it has acquired Superwise, a leader in Machine Learning Operations (MLOps)”
press 2026-09-02
s21 Forrester: The AI Governance Solutions Landscape, Q2 2025 report page
“The AI Governance Solutions Landscape, Q2 2025 Forrester’s Overview Of 22 Vendors Michele Goetz”
research 2026-09-02
s22 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2020-11-01
“Jurisdiction of Incorporation/Organization DELAWARE Year of Incorporation/Organization Over Five Years Ago X Within Last Five Years (Specify Year) 2017”
regulatory 2026-09-02
s23 SEC EDGAR: Deep Insight Solutions, Inc. Form D, first sale 2021-05-20
“Total Offering Amount $ 7,000,000 USD or Indefinite Total Amount Sold $ 2,000,000 USD Total Remaining to be Sold $ 5,000,000 USD”
regulatory 2026-09-02
s24 SUPERWISE docs: PII redaction guardrail
“**Remediation action:** Replace with `{{REDACTED}}` — The matched PII values are replaced with redaction placeholders before the prompt is forwarded to the LLM, allowing the request to proceed while protecting personal data.”
official 2026-09-02
s25 SUPERWISE docs: Secret and credential detection guardrail
“**Remediation action:** Replace with `{{REDACTED}}` — The problematic credential string is identified and replaced with a redaction placeholder, allowing the request to proceed to the upstream model without exposing the secret.”
official 2026-09-02

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