Software Alternatives & Startups

STEWARD by SOLEUM VS https://alanaknows.com/

Compare STEWARD by SOLEUM VS https://alanaknows.com/ and see what are their differences

STEWARD by SOLEUM

The enterprise platform that provisions platform-independent, surface-agnostic AI product experts with verifiable outcomes.

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0 reviews
Pricing
Freemium Free trial $49 / Monthly ("2 products", "3 data sources")
https://alanaknows.com/

Alana Knows is a how-to blog for preppers

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Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Base details

Website, pricing, platforms and company facts side by side.

STEWARD by SOLEUM
https://alanaknows.com/
Website soleum.io alanaknows.com
Pricing
Freemium Free trial $49 / Monthly ("2 products", "3 data sources") Official pricing
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Company Startup from the United States · 10 - 19 employees · 2026 —
Listed in —

About STEWARD by SOLEUM and https://alanaknows.com/

In their own words, as submitted to SaaSHub.

STEWARD by SOLEUM
https://alanaknows.com/

STEWARD is a cloud-based, governed AI engine built for enterprise institutions that must explain, verify, and defend how AI is used internally. Deployed on AWS and operational in minutes, it functions as an application and orchestration layer over third-party AI providers, grounding every...

Read more about STEWARD by SOLEUM

No description of https://alanaknows.com/ yet.

Features and specs

What each product offers, as listed by its team.

STEWARD by SOLEUM 28 features
https://alanaknows.com/ 5 features
  • Live reads under the user's login
    Reads your REST API at the moment of the question, with the signed-in user's own token. No index and no copy of live records. Your API decides what each user sees. Live reads need an app with signed-in users. Public sites get knowledge-base answers.
  • Opaque credential pass-through
    The user's token passes through unread. STEWARD never parses, validates or stores the token, and the model never sees it. No service credential exists to steal.
  • Full trace per answer
    Every answer writes a trace: prompt, response, source excerpts with provenance, tool calls and cost. Your team sees the same record our operators see.
  • Cited answers
    Inline citations link each claim to its source excerpt, followed by the sources and an audit line. Source, timestamp, input and output. Logged and exportable.
  • Grounded answers, engineered refusal
    An adaptive relevance threshold gates every answer. Below the threshold, STEWARD reports no relevant context in your material and names the next step. No improvised answers.
  • Cost per answer
    See the cost and stop reason of every answer. Every billed credit links to the trace behind it.
  • AWS Bedrock, sole model provider
    AWS Bedrock is the sole model provider, reached through a private endpoint. No LLM API key exists anywhere in the platform.
  • Content processed by AWS alone
    AWS services alone process your corpus, prompts, answers, retrieved context, history and telemetry. AWS commits that Bedrock stores no inputs or outputs and model providers never train on them.
  • Input and output guardrails
    An input guardrail checks every question before any model call. An output guardrail checks every answer before delivery.
  • Personal data redacted at delivery
    Personal data is redacted at delivery, with a hard fail on residue. A response with residue is replaced before the user sees the text.
  • Sealed analysis sandbox
    Analysis code runs in an isolated sandbox: import allowlist, 2 GB memory, 30-second hard cap, no network in or out.
  • Bounded execution
    Every turn runs under a hard deadline, with the tool loop capped at seven steps. Each turn ends in one of six named states, and degraded states carry their cause.
  • Platform-neutral
    Embeds in any web product. Independent of any CRM, help desk or software suite. One engine, any industry.
  • Knowledge base connectors
    Connect GitHub and Google Drive, with several sources per product. Webhooks re-sync content when a source changes. STEWARD ingests only the sources you designate.
  • Hybrid retrieval
    Vector and keyword search run together and merge by reciprocal rank fusion, weighted 0.7 to 0.3. Exact terms and meaning both count.
  • Embeddable widget
    Three modes: classic, flyout and embedded. Configure in the console and paste the snippet where your people work. Nothing to rip out.
  • Playground with framework snippets
    A public playground previews the real widget and emits HTML, React or Angular snippets.
  • Chat API
    The same streamed answer, citations, guardrails and trace the widget gets, by API. Supports cancel and returns typed events. Build STEWARD into your own surface.
  • Control-plane API
    Everything the console does, by API: products, sources, keys, members, traces and billing reads. Provision one expert per client from your own code. Available on Enterprise.
  • Scoped keys
    Publishable keys are product-scoped, origin-bound and rate-limited. Secret keys carry a mandatory expiry, are stored as fingerprints and show once. A revoked key stops working in about 12 seconds.
  • Per-key origin allowlists
    Add a customer domain with a key edit. No deploy.
  • Multiple experts per account
    Run separate product experts in one account, each with its own sources, widget and keys.
  • Attributed audit log
    Every console change writes one attributed audit entry, committed with the change and never edited.
  • Usage and billing visibility
    Credits shown by category and by product. Allowance and bundle balance appear as separate numbers. Alerts fire at 80% of the allowance by default.
  • Billing never touches your data
    No billing event deletes, pauses or freezes your data. End users never see a billing message.
  • Operator console
    Home, Traces and Dashboards, Products, Data sources, Billing, Account and the audit log, in one console.
  • Separated production
    Production and staging run in separate AWS accounts. Production deploys only by manual dispatch of a commit with green CI.
  • Edge protection and monitoring
    A regional WAF with 12 rules. 30 CloudWatch alarms on production, each routed to a confirmed channel.
  • Domain still registered
    The domain alanaknows.com is still owned and registered, meaning the owner has the option to reactivate or rebuild the site in the future rather than losing the domain entirely.
  • Placeholder prevents dead link errors
    Instead of showing a generic browser error (like a DNS failure), the hosting provider displays a suspended page notice, which can be less confusing to visitors than a broken connection.
  • Potential for future content
    Since the domain is intact, if the account issue is resolved, the original website content could potentially be restored without needing to re-register the domain.
  • Clear indication of status
    The suspended page URL (cgi-sys/suspendedpage.cgi) clearly signals that this is a hosting-related suspension rather than the site being permanently deleted, which can help users or search engines understand the temporary nature of the outage.
  • No malicious content risk
    Because the site is suspended and not actively serving custom content, there is no current risk of the site hosting malware, spam, or other harmful material that active but neglected sites might accumulate.

Possible disadvantages

  • Website is completely inaccessible
    The main URL redirects to a suspended page, meaning visitors cannot access any actual content, information, or services that the site was intended to provide.
  • Unprofessional appearance
    A suspended page gives a poor impression to visitors, potential clients, or collaborators, suggesting neglect, financial issues, or abandonment of the site or associated business/brand.
  • Loss of SEO and traffic value
    Prolonged suspension can hurt search engine rankings and any previously built organic traffic, as search engines may de-index the site or lower its authority due to inaccessibility.
  • Unknown cause of suspension
    The suspension could be due to unpaid hosting bills, terms of service violations, or technical issues, and without more context, users or stakeholders cannot know the severity or how soon it might be resolved.
  • No information available
    Since the site is suspended, there is no way to evaluate the actual content, design, functionality, or purpose of the original website, making it impossible to assess its value or quality.

Analysis

An editorial look at what each product does well and who it suits.

STEWARD by SOLEUM
https://alanaknows.com/

No analysis of STEWARD by SOLEUM yet.

Overall verdict

  • Alanaknows.com appears to be a personal blog/website, and without direct access to browse and evaluate current content, I can't provide a verified assessment of its quality, but general blog sites like this typically offer value if the content aligns with your interests.

Why this product is good

  • Personal blogs often provide niche, personalized content and unique perspectives from the author
  • Independent sites can cover specific interests in depth compared to larger, more generic websites
  • Blogs of this nature can build community engagement around shared topics

Recommended for

  • Readers interested in the specific niche or topics the site's author covers
  • People seeking personal insights or a unique voice on a subject
  • Individuals who prefer independent blog content over corporate-produced content

Videos

Walkthroughs and reviews on video.

STEWARD by SOLEUM 12 videos + Add
https://alanaknows.com/ 0 videos + Add

Demo Video (2 min)

More videos

  • - STEWARD Explainer
  • - STEWARD for Supply Chain
  • - STEWARD for Finance
  • - STEWARD for Sports & Events
  • - STEWARD for Talent & HR
  • - STEWARD for Insurance
  • - STEWARD for Hospitality

No https://alanaknows.com/ videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
STEWARD by SOLEUM
https://alanaknows.com/
100% 100%
0% 0%
100% 100%
AI
0% 0%
100% 100%
0% 0%
100% 100%
0% 0%

Questions & Answers

As answered by people managing STEWARD by SOLEUM and https://alanaknows.com/.

Why should a person choose your product over its competitors?

STEWARD by SOLEUM's answer

Live data under the user's own login. Most embedded AI tools ingest your data and answer from a stored copy. STEWARD reads your REST API when the question is asked, with the signed-in user's own token. Answers reflect the record right now, and your existing permissions decide what each user sees.

A record your team owns. Every answer writes a full trace: prompt, response, source excerpts with provenance, tool calls and cost. Your team reads the same trace our operators read and can export every one.

A closed model path. AWS Bedrock is the sole model provider, reached through a private endpoint. AWS services alone process your content, and AWS commits that model providers never train on your inputs or outputs.

Bounded by design. Analysis code runs in a sealed sandbox with no network. Every turn has a hard deadline and a capped tool loop.

STEWARD embeds in any web product and ties you to no CRM, help desk or software suite.

Which are the primary technologies used for building your product?

STEWARD by SOLEUM's answer

STEWARD runs on AWS, with production and staging in separate AWS accounts.

  • Inference: AWS Bedrock, the sole model provider, through a private VPC endpoint signed by an IAM role. No LLM API key exists in the platform.
  • Agent: Python, FastAPI and LangGraph
  • Data: PostgreSQL 16 with pgvector, hybrid vector and keyword retrieval
  • Cache: Valkey
  • Analysis: a sealed AWS Lambda sandbox with no network access
  • Widget: Lit web components, with HTML, React and Angular snippets
  • Console: React
  • Infrastructure as code: Pulumi
  • Payments: Stripe hosted Checkout

What makes your product unique?

STEWARD by SOLEUM's answer

STEWARD reads your live systems under the signed-in user's own login, at the moment of the question. No index and no copy of live records. Your API decides what each user sees, and STEWARD never holds a key.

Every answer shows its work. Inline citations point to the source excerpt. A full trace records the prompt, response, source excerpts, tool calls and cost. Your team sees the same trace our operators see, and every billed credit links to its trace.

When your material holds no answer, STEWARD says so and names the next step. No improvised answers.

AWS Bedrock is the sole model provider. No LLM API key exists anywhere in the platform.

How would you describe the primary audience of your product?

STEWARD by SOLEUM's answer

Software companies and product teams who want an AI product expert inside their own product, serving their signed-in users.

STEWARD reads the host application's live data under each user's own login. The best fit is a web application with authenticated users and a REST API. Public sites without login get answers from the knowledge base only.

STEWARD serves four groups:

  • Operators who configure an expert in the console on a self-serve plan
  • Developers who build on the chat API and the embeddable widget
  • Agencies who embed STEWARD for their clients
  • Enterprises who need contract terms and custom limits

One engine, any industry. Built for the regulated. Works for everyone else.

What's the story behind your product?

STEWARD by SOLEUM's answer

Trust is the unsolved problem of the AI era. Institutions want AI. They need to trust it first. MIT NANDA's 2025 report, The GenAI Divide, found 95% of enterprise AI pilots show no measurable ROI.

Teams face a choice between full capability and control. STEWARD removes the choice. The expert reads live systems under each user's own login, answers only from the customer's material, and leaves a source and an audit record for every answer.

SOLEUM built STEWARD as a governed AI reasoning engine with a conversational surface. The leadership team is Donny Vanker (Co-CEO), Pablo Stefanini (Co-Founder and Chief Innovation Officer) and Anas Karkoukli (CTO). STEWARD launched publicly on 30 September 2026.

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