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Rankings · Worldwide · the PixelCrayons Index

Best AI Automation Agencies
(October 2026)

By The PixelCrayons team · Updated 22 October 2026 · 20 firms scored

October 2026 edition

Valletta Software leads with 81.1 out of 100, followed by WPWeb Infotech and Plavno. We scored 20 firms from 29 candidates on the same public evidence. That means Clutch reviews, AI automation case studies, published pricing, track record and recent work. PixelCrayons publishes this list and is scored the same way.

The ranking

20 firms
ranked by their score.

Scored out of 100 by the PixelCrayons Index from 29 candidates. Open a firm's scorecard for every source and the date we checked it.

Best AI Automation Agencies: rank, firm, PixelCrayons Index score, Clutch rating and reviews, minimum project, hourly rate and headquarters
#FirmIndex scoreClutchMin projectHourlyHQ
1Valletta Software

Insurers and accounting firms automating claims, correspondence and reconciliation, starting from a five-day discovery audit

81.1out of 100
5.0 · 53 reviews$25,000+$50 - $99San Ġiljan, Malta
2WPWeb Infotech

Small and mid-size firms wanting an AI agent for one workflow, such as permitting or writing scopes of work

77.0out of 100
5.0 · 87 reviews$25,000+< $25Ahmedabad, India
3Plavno

Operations teams automating supplier negotiation, insurance eligibility checks and freight quoting with AI agents

75.5out of 100
4.9 · 55 reviews$25,000+$25 - $49Alexandria, VA, United States
4Simform

Mid-size and large firms automating document intake, order processing and field reporting with Claude or Azure AI

71.4out of 100
4.8 · 88 reviews$25,000+$25 - $49Orlando, FL, United States
5Spiral Scout

Teams handing data entry, supplier data mapping and document processing to AI agents that connect to their CRM and ERP

71.2out of 100
4.9 · 54 reviews$10,000+$50 - $99San Francisco, CA, United States
6GeekyAnts

Companies automating document review, validation and translation workflows, per its business process automation page

71.0out of 100
4.9 · 120 reviews$10,000+$25 - $49Bengaluru, India
7DATAFOREST

Data-heavy operations in construction, healthcare and finance wanting AI workflow automation on a data engineering base

70.4out of 100
5.0 · 29 reviews$10,000+$50 - $99Kyiv, Ukraine
8deepsense.ai

Enterprises in pharma, finance and HR automating document, research and reconciliation workflows with LLM agents

66.6out of 100
5.0 · 10 reviews$25,000+$100 - $149Warsaw, Poland
9STX Next

Insurers automating claims document intake, the use case its AI claims automation offer is built for

66.3out of 100
4.7 · 103 reviews$50,000+$50 - $99Poznań, Poland
10EffectiveSoft

Enterprises automating data onboarding, schema mapping and integration support with AI-assisted agents

65.3out of 100
4.9 · 19 reviews$25,000+$50 - $99San Diego, CA, United States
11InData Labs

Logistics and insurance firms automating invoice and claims document processing with OCR and machine learning

64.2out of 100
4.9 · 20 reviews$10,000+$50 - $99Nicosia, Cyprus
12DataToBiz

Logistics, healthcare and FMCG operations teams automating coordination, scheduling and offer processing with AI agents

62.1out of 100
4.7 · 33 reviews$25,000+$25 - $49Sahibzada Ajit Singh Nagar (Mohali), India
13Goodspeed

Companies that want n8n and Claude automations built and their own staff trained to build more

61.9out of 100
5.0 · 46 reviews$5,000+$50 - $99London, England
14MetizSoft

Small teams wanting a set of n8n AI agents for marketing and admin tasks, built in one-week sprints

61.4out of 100
4.8 · 2 reviews$1,000+< $25Ahmedabad, India
15HatchWorks AI

Mid-market firms adding AI drafting and triage to systems they already run, such as NetSuite and Outlook

59.9out of 100
4.9 · 29 reviews$25,000+$50 - $99Atlanta, GA, United States
16Markovate

Property and commercial real estate firms, the sector most of its automation solution pages target

57.7out of 100
5.0 · 12 reviews$50,000+$50 - $99San Francisco, CA
17Trigent Software

Insurance and asset businesses automating contract extraction and pricing work with generative AI

57.5out of 100
4.8 · 57 reviews$10,000+$25 - $49Southborough, MA, United States
18n8n Lab

Teams that run on n8n and want AI agents built into sales, CRM and content workflows

54.2out of 100
5.0 · 6 reviews$1,000+$50 - $99Not stated on own site
19Entrans Technologies

Finance and healthcare operations teams automating invoice matching and prior authorization data extraction

48.0out of 100
No profileNot shownNot shownSomerville, NJ
20RTS Labs

US firms in legal, finance and retail automating document drafting, report writing and candidate screening

42.3out of 100
No profileNot shownNot shownGlen Allen, VA

Clutch figures as shown on each firm's Clutch profile on the date in its scorecard. Profiles: Valletta Software, WPWeb Infotech, Plavno, Simform, Spiral Scout, GeekyAnts, DATAFOREST, deepsense.ai, STX Next, EffectiveSoft, InData Labs, DataToBiz, Goodspeed, MetizSoft, HatchWorks AI, Markovate, Trigent Software, n8n Lab, Entrans Technologies, RTS Labs.

Also listed

1 more firm
listed, not scored.

These firms offer AI automation but cannot be scored yet. They are listed alphabetically, with no score and no order implied. A firm moves to the ranking once its own site shows an AI automation case study and the rest of its evidence can be read.

What the data shows

What the figures show
about these firms.

Worked out from the 20 firms on this list, as checked on 22 Oct 2026. They change when the figures change.

4.9
Median Clutch rating across the firms listed
39.5
Median number of Clutch reviews per firm
3 of 20
Firms that publish prices on their own site
2 of 18
Firms with a Clutch minimum project under $5,000
17 of 20
Firms with a dedicated AI automation service page
19 of 20
Firms with dated work or news in the last 12 months
How to choose

How to choose
the right firm for you.

The score ranks firms overall. Your project decides which one fits. This list is written for businesses that want AI to take over repetitive work, such as document handling, data entry, triage or matching, inside the tools they already use.

Documents and data entry
Look for extraction or OCR case studies that state accuracy and the time saved.
Workflows across your tools
Look for integration work with the systems you run, and a person approving the steps that matter.
A low-risk start
Look for one workflow first, with the measure agreed before the build.
Scorecards

Every score,
with its sources.

For each firm: its points on each part of the score, who it suits, one thing to check before you choose, and the pages we read.

  1. 1Valletta Software

    81.1 / 100

    Client evidence
    30.9/35
    Discipline depth
    16.3/30
    Transparency
    15.0/15
    Track record
    9.0/10
    Recent activity
    10.0/10
    Best for
    Insurers and accounting firms automating claims, correspondence and reconciliation, starting from a five-day discovery audit
    Check before you choose
    Minimum project of $25,000+ and $50 to $99 hourly on Clutch; its service page is for AI agents in general, not automation alone
    Team
    Headquartered in San Ġiljan, Malta
    Sources
    • Clutch profile: 5.0 from 53 reviews (adjusted 4.89), checked 12 Oct 2026
    • Service page for AI automation on vallettasoftware.com
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review published, 1 Jun 2026
    • Published pricing: Team extension FAQ states its engagements fall into brackets: under $35,000, $35,000 to $100,000, and above $100,000

    Valletta Software: full profile and score history

  2. 2WPWeb Infotech

    77.0 / 100

    Client evidence
    31.7/35
    Discipline depth
    13.5/30
    Transparency
    15.0/15
    Track record
    6.9/10
    Recent activity
    10.0/10
    Best for
    Small and mid-size firms wanting an AI agent for one workflow, such as permitting or writing scopes of work
    Check before you choose
    Minimum project of $25,000+ on Clutch; two AI automation case studies on its site, and its service page is for AI agents in general
    Team
    Team in India (Ahmedabad) serving clients in the US, UK, Canada and Australia
    Sources

    WPWeb Infotech: full profile and score history

  3. 3Plavno

    75.5 / 100

    Client evidence
    29.4/35
    Discipline depth
    19.0/30
    Transparency
    8.0/15
    Track record
    9.1/10
    Recent activity
    10.0/10
    Best for
    Operations teams automating supplier negotiation, insurance eligibility checks and freight quoting with AI agents
    Check before you choose
    Minimum project of $25,000+ on Clutch and no published prices
    Team
    Headquartered in Alexandria, VA, United States
    Sources
    • Clutch profile: 4.9 from 55 reviews (adjusted 4.82), checked 12 Oct 2026
    • Google reviews: 5.0 from 9 reviews, checked 13 Oct 2026
    • Service page for AI automation on plavno.io
    • 4 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Blog post published, 10 Oct 2026
    • No prices published on the firm's own site.

    Plavno: full profile and score history

  4. 4Simform

    71.4 / 100

    Client evidence
    28.8/35
    Discipline depth
    19.0/30
    Transparency
    8.0/15
    Track record
    5.6/10
    Recent activity
    10.0/10
    Best for
    Mid-size and large firms automating document intake, order processing and field reporting with Claude or Azure AI
    Check before you choose
    Minimum project of $25,000+ on Clutch and no published prices
    Team
    Headquartered in Orlando, FL, United States, with delivery in India
    Sources

    Simform: full profile and score history

  5. 5Spiral Scout

    71.2 / 100

    Client evidence
    28.8/35
    Discipline depth
    16.3/30
    Transparency
    8.0/15
    Track record
    8.1/10
    Recent activity
    10.0/10
    Best for
    Teams handing data entry, supplier data mapping and document processing to AI agents that connect to their CRM and ERP
    Check before you choose
    Minimum project of $10,000+ on Clutch and no published prices; its agents run on its own Wippy runtime, so check fit with your hosting
    Team
    Headquartered in San Francisco, CA, United States
    Sources
    • Clutch profile: 4.9 from 54 reviews (adjusted 4.80), checked 12 Oct 2026
    • Google reviews: 4.7 from 12 reviews, checked 13 Oct 2026
    • Service page for AI automation on spiralscout.com
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review published, 10 Jun 2026
    • No prices published on the firm's own site.

    Spiral Scout: full profile and score history

  6. 6GeekyAnts

    71.0 / 100

    Client evidence
    24.0/35
    Discipline depth
    19.0/30
    Transparency
    8.0/15
    Track record
    10.0/10
    Recent activity
    10.0/10
    Best for
    Companies automating document review, validation and translation workflows, per its business process automation page
    Check before you choose
    No published prices; Clutch shows a $10,000+ minimum and $25 to $49 hourly
    Team
    India-headquartered (Bengaluru), serving global clients
    Sources
    • Clutch profile: 4.9 from 120 reviews (adjusted 4.56), checked 12 Oct 2026
    • Google reviews: 4.3 from 294 reviews, checked 13 Oct 2026
    • Service page for AI automation on geekyants.com
    • 4 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Blog post published, 12 Oct 2026
    • No prices published on the firm's own site.

    GeekyAnts: full profile and score history

  7. 7DATAFOREST

    70.4 / 100

    Client evidence
    28.1/35
    Discipline depth
    19.0/30
    Transparency
    8.0/15
    Track record
    5.3/10
    Recent activity
    10.0/10
    Best for
    Data-heavy operations in construction, healthcare and finance wanting AI workflow automation on a data engineering base
    Check before you choose
    No published prices; Clutch shows a $10,000+ minimum and $50 to $99 hourly
    Team
    Headquartered in Kyiv, Ukraine
    Sources
    • Clutch profile: 5.0 from 29 reviews (adjusted 4.83), checked 26 Oct 2026
    • Google reviews: 5.0 from 2 reviews, checked 26 Oct 2026
    • Service page for AI automation on dataforest.ai
    • 4 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review published, 29 Jul 2026
    • No prices published on the firm's own site.

    DATAFOREST: full profile and score history

  8. 8deepsense.ai

    66.6 / 100

    Client evidence
    22.6/35
    Discipline depth
    19.3/30
    Transparency
    8.0/15
    Track record
    6.7/10
    Recent activity
    10.0/10
    Best for
    Enterprises in pharma, finance and HR automating document, research and reconciliation workflows with LLM agents
    Check before you choose
    Hourly rate of $100 to $149 and a $25,000+ minimum on Clutch; no AI automation service page found (its automation work sits under its LLM pages)
    Team
    Headquartered in Warsaw, Poland
    Sources

    deepsense.ai: full profile and score history

  9. 9STX Next

    66.3 / 100

    Client evidence
    27.5/35
    Discipline depth
    10.8/30
    Transparency
    8.0/15
    Track record
    10.0/10
    Recent activity
    10.0/10
    Best for
    Insurers automating claims document intake, the use case its AI claims automation offer is built for
    Check before you choose
    Minimum project of $50,000+ on Clutch; one AI automation case study found on its site
    Team
    Headquartered in Poznań, Poland
    Sources
    • Clutch profile: 4.7 from 103 reviews (adjusted 4.70), checked 12 Oct 2026
    • Google reviews: 4.9 from 42 reviews, checked 13 Oct 2026
    • Service page for AI automation on stxnext.com
    • 1 AI automation case study counted on the firm's site, for example case 1
    • Most recent: Clutch review published, 11 Sept 2026
    • No prices published on the firm's own site.

    STX Next: full profile and score history

  10. 10EffectiveSoft

    65.3 / 100

    Client evidence
    23.8/35
    Discipline depth
    13.5/30
    Transparency
    8.0/15
    Track record
    10.0/10
    Recent activity
    10.0/10
    Best for
    Enterprises automating data onboarding, schema mapping and integration support with AI-assisted agents
    Check before you choose
    Minimum project of $25,000+ on Clutch and no published prices; two AI automation case studies on its site
    Team
    Headquartered in San Diego, CA, United States
    Sources

    EffectiveSoft: full profile and score history

  11. 11InData Labs

    64.2 / 100

    Client evidence
    24.2/35
    Discipline depth
    8.3/30
    Transparency
    15.0/15
    Track record
    6.7/10
    Recent activity
    10.0/10
    Best for
    Logistics and insurance firms automating invoice and claims document processing with OCR and machine learning
    Check before you choose
    Its automation case studies date from 2019 to 2023 and no AI automation service page was found; Clutch shows a $10,000+ minimum
    Team
    Headquartered in Nicosia, Cyprus
    Sources
    • Clutch profile: 4.9 from 20 reviews (adjusted 4.68), checked 12 Oct 2026
    • Google reviews: 4.6 from 14 reviews, checked 13 Oct 2026
    • No dedicated AI automation service page found.
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review published, 11 Nov 2025
    • Published pricing: Pricing link opens a cost calculator showing a default estimate of $15k to $25k and project examples priced at $28k, $55k, $90k and $140k

    InData Labs: full profile and score history

  12. 12DataToBiz

    62.1 / 100

    Client evidence
    22.5/35
    Discipline depth
    16.3/30
    Transparency
    8.0/15
    Track record
    5.3/10
    Recent activity
    10.0/10
    Best for
    Logistics, healthcare and FMCG operations teams automating coordination, scheduling and offer processing with AI agents
    Check before you choose
    Minimum project of $25,000+ on Clutch and no published prices; its service page is for AI agents in general
    Team
    India-headquartered (Mohali)
    Sources
    • Clutch profile: 4.7 from 33 reviews (adjusted 4.58), checked 12 Oct 2026
    • Google reviews: 4.4 from 12 reviews, checked 13 Oct 2026
    • Service page for AI automation on datatobiz.com
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review published, 19 Aug 2026
    • No prices published on the firm's own site.

    DataToBiz: full profile and score history

  13. 13Goodspeed

    61.9 / 100

    Client evidence
    30.2/35
    Discipline depth
    10.8/30
    Transparency
    8.0/15
    Track record
    2.9/10
    Recent activity
    10.0/10
    Best for
    Companies that want n8n and Claude automations built and their own staff trained to build more
    Check before you choose
    One AI automation case study; most of its case studies are website builds on Framer and Bubble; Clutch figures pending
    Team
    Based in London, United Kingdom
    Sources
    • Clutch profile: 5.0 from 46 reviews (adjusted 4.88), checked 23 Oct 2026
    • No Google Business listing found, checked 23 Oct 2026.
    • Service page for AI automation on goodspeed.studio
    • 1 AI automation case study counted on the firm's site, for example case 1
    • Most recent: Blog post published, 21 Oct 2026
    • No prices published on the firm's own site.

    Goodspeed: full profile and score history

  14. 14MetizSoft

    61.4 / 100

    Client evidence
    25.3/35
    Discipline depth
    10.8/30
    Transparency
    8.0/15
    Track record
    7.4/10
    Recent activity
    10.0/10
    Best for
    Small teams wanting a set of n8n AI agents for marketing and admin tasks, built in one-week sprints
    Check before you choose
    Two Clutch reviews and a $1,000+ minimum, so there is little review history; one AI automation case study on its site
    Team
    Team in India (Ahmedabad) with offices in the US, UK and Singapore
    Sources
    • Clutch profile: 4.8 from 2 reviews (adjusted 4.65), checked 13 Oct 2026
    • Google reviews: 4.7 from 125 reviews, checked 13 Oct 2026
    • Service page for AI automation on metizsoft.com
    • 1 AI automation case study counted on the firm's site, for example case 1
    • Most recent: Blog post published, 5 Oct 2026
    • No prices published on the firm's own site.

    MetizSoft: full profile and score history

  15. 15HatchWorks AI

    59.9 / 100

    Client evidence
    24.7/35
    Discipline depth
    10.8/30
    Transparency
    8.0/15
    Track record
    6.5/10
    Recent activity
    10.0/10
    Best for
    Mid-market firms adding AI drafting and triage to systems they already run, such as NetSuite and Outlook
    Check before you choose
    One delivered workflow automation case study; most of its AI case studies are strategy and data platform work; $25,000+ minimum on Clutch
    Team
    Headquartered in Atlanta, GA, United States
    Sources

    HatchWorks AI: full profile and score history

  16. 16Markovate

    57.7 / 100

    Client evidence
    22.6/35
    Discipline depth
    10.8/30
    Transparency
    8.0/15
    Track record
    6.4/10
    Recent activity
    10.0/10
    Best for
    Property and commercial real estate firms, the sector most of its automation solution pages target
    Check before you choose
    One AI automation case study on its site and no published prices; Clutch figures pending
    Team
    Offices in Schaumburg, IL, Toronto, San Francisco and Gurugram
    Sources
    • Clutch profile: 5.0 from 12 reviews (adjusted 4.68), checked 23 Oct 2026
    • No Google Business listing found, checked 23 Oct 2026.
    • Service page for AI automation on markovate.com
    • 1 AI automation case study counted on the firm's site, for example case 1
    • Most recent: Page on agentic operating systems published, 28 Mar 2026
    • No prices published on the firm's own site.

    Markovate: full profile and score history

  17. 17Trigent Software

    57.5 / 100

    Client evidence
    27.0/35
    Discipline depth
    5.5/30
    Transparency
    8.0/15
    Track record
    7.0/10
    Recent activity
    10.0/10
    Best for
    Insurance and asset businesses automating contract extraction and pricing work with generative AI
    Check before you choose
    No AI automation service page found (its intelligent automation page covers test automation); Clutch shows a $10,000+ minimum
    Team
    Headquartered in Southborough, MA, United States
    Sources
    • Clutch profile: 4.8 from 57 reviews (adjusted 4.73), checked 12 Oct 2026
    • Google reviews: 5.0 from 1 reviews, checked 13 Oct 2026
    • No dedicated AI automation service page found.
    • 2 AI automation case studies counted on the firm's site, for example case 1, 2
    • Most recent: Clutch review published, 5 Aug 2026
    • No prices published on the firm's own site.

    Trigent Software: full profile and score history

  18. 18n8n Lab

    54.2 / 100

    Client evidence
    18.3/35
    Discipline depth
    16.3/30
    Transparency
    8.0/15
    Track record
    1.7/10
    Recent activity
    10.0/10
    Best for
    Teams that run on n8n and want AI agents built into sales, CRM and content workflows
    Check before you choose
    Its site states no location, founding year or prices; Clutch figures pending a manual read
    Team
    Location not stated on its site
    Sources
    • Clutch profile: 5.0 from 6 reviews (adjusted 4.56), checked 23 Oct 2026
    • No Google Business listing found, checked 23 Oct 2026.
    • Service page for AI automation on n8nlab.io
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • Most recent: Clutch review, 9 Jun 2026
    • No prices published on the firm's own site.

    n8n Lab: full profile and score history

  19. 19Entrans Technologies

    48.0 / 100

    Client evidence
    19.0/35
    Discipline depth
    13.5/30
    Transparency
    0.0/15
    Track record
    5.4/10
    Recent activity
    10.0/10
    Best for
    Finance and healthcare operations teams automating invoice matching and prior authorization data extraction
    Check before you choose
    No published prices on the pages read and no Clutch profile found, so there are no Clutch figures to check
    Team
    Offices in Chennai, India and Branchburg, NJ, United States
    Sources
    • No Clutch profile, so no client-evidence points.
    • Google reviews: 4.6 from 39 reviews, checked 23 Oct 2026
    • Service page for AI automation on entrans.ai
    • 2 AI automation case studies counted on the firm's site, for example case 1, 2
    • Most recent: Blog post published, 16 Oct 2026
    • No prices published on the firm's own site.

    Entrans Technologies: full profile and score history

  20. 20RTS Labs

    42.3 / 100

    Client evidence
    19.6/35
    Discipline depth
    16.3/30
    Transparency
    0.0/15
    Track record
    6.4/10
    Recent activity
    0.0/10
    Best for
    US firms in legal, finance and retail automating document drafting, report writing and candidate screening
    Check before you choose
    No published prices on the pages read and no Clutch profile found, so there are no Clutch figures to check
    Team
    Headquartered in Richmond, VA, United States, with a US-based team per its about page
    Sources
    • No Clutch profile, so no client-evidence points.
    • Google reviews: 5.0 from 15 reviews, checked 23 Oct 2026
    • Service page for AI automation on rtslabs.com
    • 3 AI automation case studies counted on the firm's site, for example case 1, 2, 3
    • No dated activity found in the last 12 months.
    • No prices published on the firm's own site.

    RTS Labs: full profile and score history

How this list is made

How this list is made,
and our interest in it.

PixelCrayons publishes this list and is an AI automation firm itself. It is listed here, not ranked: it has no published AI automation case study yet, and every ranked firm needs one. ValueCoders, our sister company in the Vinove group, is left out of every list. That way the group never holds two places.

No firm paid to be ranked or listed, or was asked to. We considered 29 firms and ranked those with enough public evidence to score fairly. Firms that offer the service but cannot be scored yet appear under “Also listed”, in alphabetical order with no score. Every figure links to the page we read it from, with the date.

Read the full PixelCrayons Index method, or download this list as CSV. You are free to reuse our scores and this compilation under CC BY 4.0 if you credit PixelCrayons. The figures we read from Clutch and the firms’ own sites remain theirs. A ranked or listed firm can correct its data: send a correction with a source through the request form. A firm that would like to be listed can use the same form; it is free and changes no rank. Firms on this list can get a free Ranked or Listed seal.

If you are weighing PixelCrayons too: AI workflow automation at PixelCrayons.

From PixelCrayons. Prefer to write to us? . This is PixelCrayons's own offer. It plays no part in any score or position on this list.

Questions

Frequently
asked.

Ordinary automation follows fixed rules: when this happens, do that. AI automation adds a model that reads, sorts or decides, such as pulling data from documents or routing requests, so it can take on work rules alone cannot. It still needs testing, monitoring and a person for the exceptions.

Every firm is scored out of 100 by the PixelCrayons Index: client reviews on Clutch, depth of AI automation work, published pricing, track record and recent activity. The weights are fixed and published, and no firm paid to be ranked or listed.

Only where it qualifies like any other firm: it must offer the service and show at least one case study in it. When it's listed, it's scored on the same evidence and weights as everyone else and sits wherever that score puts it.

Every month. Each firm's figures are checked again, the scores are recalculated, and the changelog on this page says what moved and why.

Yes. Any listed firm can send a correction with a source through the request form on the seals page (pixelcrayons.com/rankings/seal). We check it, update the figure and log the change on this page.

Changelog

What changed
in each edition.

Updated every month. Each edition is checked again from the sources.

  1. Entrans Technologies, Goodspeed, Markovate, n8n Lab and RTS Labs added once their Clutch and Google figures were read by hand; every firm was scored again on the same weights.
  2. First edition: service pages, case studies and recent work read on 22 October 2026, with Clutch and Google figures read by hand. A firm whose Clutch profile has not been read yet is scored once it has.
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