DDI and IP address management for enterprise buyers
Asked as “DDI platform”, and as “IP address management tool”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
60%
Clear leader
60Infoblox Universal DDI23BlueCat Integrity05BloxOne DDI12others
60% of first choices, clear leader.
Since October 2026▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.Infoblox Universal DDI held the lead, +14 points on 46%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
BlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →Enterprise
Infoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.This page
phpIPAM23%Contested↗new leaderNew leader since October 2026: phpIPAM (23%) replaces SolarWinds IP Address Manager (18% then, 21% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketBlueCat Micetro15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.Standing →EnterpriseInfoblox Universal DDI60%Clear leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Infoblox Universal DDI60%12%67endorsed leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.46% → 60%
Infoblox Universal DDI60%12%67endorsed leader▲+14Since October 2026: 46% → 60%, +14 points. Past the 11-point floor: movement.46% → 60%02
BlueCat Integrity23%7%68accepted challenger▲+8Since October 2026: 15% → 23%, +8 points. Inside the 11-point floor: within noise.15% → 23%
BlueCat Integrity23%7%68accepted challenger▲+8Since October 2026: 15% → 23%, +8 points. Inside the 11-point floor: within noise.15% → 23%03
Infoblox NIOS5%10%10accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%
Infoblox NIOS5%10%10accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%04
EfficientIP SOLIDserver4%18%51accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
EfficientIP SOLIDserver4%18%51accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%05
SolarWinds IP Address Manager2%40%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
SolarWinds IP Address Manager2%40%20criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
08
Microsoft0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Microsoft0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07Men&Mice0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
06Micetro0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
BlueCat Micetro vs phpIPAMBlueCat Micetro vs SolarWinds IP Address ManagerBlueCat Micetro vs BlueCat Integrity
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs ManageEngine OpUtilsBlueCat Micetro vs NetBoxBlueCat Micetro vs MicetroBlueCat Micetro vs Infoblox Universal DDIphpIPAM vs SolarWinds IP Address ManagerphpIPAM vs BlueCat IntegrityphpIPAM vs ManageEngine OpUtilsphpIPAM vs NetBoxphpIPAM vs MicetrophpIPAM vs Infoblox Universal DDISolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs MicetroSolarWinds IP Address Manager vs Infoblox Universal DDIBlueCat Integrity vs ManageEngine OpUtilsBlueCat Integrity vs NetBoxBlueCat Integrity vs MicetroBlueCat Integrity vs Infoblox Universal DDIManageEngine OpUtils vs NetBoxManageEngine OpUtils vs MicetroManageEngine OpUtils vs Infoblox Universal DDINetBox vs MicetroNetBox vs Infoblox Universal DDIMicetro vs Infoblox Universal DDI
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405M06
M07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Infoblox Universal DDI60%
Infoblox Universal DDI60%02BlueCat Integrity23%
BlueCat Integrity23%03Infoblox NIOS5%
Infoblox NIOS5%04EfficientIP SOLIDserver4%
EfficientIP SOLIDserver4%05SolarWinds IP Address Manager2%
SolarWinds IP Address Manager2%06Micetro0%
07Men&Mice0%
08Microsoft0%
Microsoft0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
EfficientIP SOLIDserver18%
9 of 51 labels negative · 9 of 14 models · 1 hard negative
“often recommended to be avoided unless the enterprise has a larger budget” Mistral Small, negative prompt
BIND
100%
7 of 7 labels negative · 7 of 14 models · 7 hard negative
“These are strongly discouraged for large enterprises because they lack the centralized management, automation, and security features required at scale.” Mistral Small, negative prompt
SolarWinds IP Address Manager40%
8 of 20 labels negative · 7 of 14 models · 3 hard negative
“SolarWinds IP Address Manager, BIND, and Infoblox are some of the DDI platforms that have received negative reviews or have been cautioned against” Llama 4 Maverick, negative prompt
Infoblox Universal DDI12%
8 of 67 labels negative · 6 of 14 models · 1 hard negative
“some AI models have cautioned against using enterprise platforms like BlueCat, Infoblox, and EfficientIP SOLIDserver unless there is a larger budget” Llama 4 Maverick, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 895 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 93 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Infoblox41 answers · 103 citations · 13 models
vendor site · BlueCat Networks38 answers · 102 citations · 14 models
38 answers · 69 citations · 12 models
30 answers · 30 citations · 10 models
publisher (Gane)24 answers · 29 citations · 9 models
24 answers · 24 citations · 11 models
vendor site · EfficientIP23 answers · 40 citations · 10 models
vendor site · G223 answers · 27 citations · 11 models
18 answers · 19 citations · 11 models
vendor site · SourceForge17 answers · 27 citations · 8 models
14 answers · 14 citations · 7 models
vendor site · ZDNS11 answers · 13 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 10 models
24 answers · 11 models
22 answers · 10 models
21 answers · 8 models
16 answers · 11 models
16 answers · 8 models
14 answers · 10 models
14 answers · 7 models
10 answers · 7 models
9 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Infoblox NIOS infoblox.com Infoblox Universal DDI 60%, Infoblox NIOS 5%, Infoblox NIOS / Universal DDI 2% | 67% | 144 | 110 | 9 | 32,766 | 11 | 3 | |
| BlueCat Micetro bluecatnetworks.com BlueCat Integrity 23%, BlueCat Micetro 0% | 23% | 160 | 40 | 1 | 49,586 | 2 | 2 | |
| BloxOne DDI | 5% | |||||||
| EfficientIP SOLIDserver efficientip.com | 4% | 109 | 20 | 0 | 27,600 | 5 | 4 | |
| SolarWinds solarwinds.com SolarWinds IP Address Manager 2% | 2% | 104 | 14,800 | 1,396 | 364,756 company | $2,104 | 89 | |
| Micetro | 0% | 170 | 5 | |||||
| Men&Mice | 0% | 8,767 | ||||||
| IBM parent site IBM NS1 Connect 0% | 0% | 74 | 201,000 | 34,098 | ||||
| BlueCat Technologies | 0% | |||||||
| Cisco cisco.com | 0% | 121 | 165,000 | 48,352 | 5,114,808 | $683 | 91 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (bluecatnetworks.com, efficientip.com, infoblox.com, peerspot.com, sourceforge.net). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for an enterprise B2B company?”Paraphrase“Which IP address management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade DDI platforms and how do they differ?”Budget-constrained“What is the best DDI platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceInfoblox Universal DDIChangedBlueCat Integrity, Infoblox Universal DDIInfoblox Universal DDIno first choicenothing named
Four alternatives
BlueCat Integrity, Cisco Prime Infrastructure, Micetro, SolarWinds IP Address ManagerOne alternative
EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverGPT-5.4 miniInfoblox Universal DDIInfoblox NIOS / Universal DDIChangedInfoblox NIOSInfoblox Universal DDIno first choicenothing named
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverOne alternative
BlueCat MicetroFive alternatives
BlueCat Integrity, BlueCat Micetro, EfficientIP SOLIDserver, Horizon, Men&Mice MicetroTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverGemini 3.5 FlashInfoblox Universal DDIInfoblox Universal DDIHeldInfoblox Universal DDIEfficientIP SOLIDserveragainst: Infoblox Universal DDIInfoblox Universal DDIagainst: ApplianSys, BIND, BT Diamond IP, ISC Kea DHCP, Infoblox Universal DDI, ManageEngine IPAM/DNS, Microsoft Active Directory (AD) DNS/DHCP, NetBox, Nokia VitalQIP, SolarWinds IP Address Manager, phpIPAM
Three alternatives
BlueCat Integrity, EfficientIP SOLIDserver, IBM NS1 ConnectThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, NetBoxFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, IBM NS1, TCPWaveTwo alternatives
BlueCat Integrity, MicetroFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Micetro, NS1Perplexity SonarInfoblox Universal DDIagainst: Microsoft-native DDI, NetBoxInfoblox Universal DDIHeldInfoblox Universal DDIagainst: Microsoft DNS/DHCPBloxOne DDIno first choiceagainst: EfficientIP SOLIDserver, Homegrown BIND-based DDI, Men&Mice, Microsoft DNS/DHCP, Nokia VitalQIP
Three alternatives
BlueCat Integrity, BlueCat Micetro, EfficientIP SOLIDserverThree alternatives
BlueCat Integrity or Micetro, LightMesh, SolarWinds IP Address ManagerFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Micetro, Nokia VitalQIPTwo alternatives
BlueCat Integrity, Infoblox NIOSGrok 4.20BlueCat Integrity, Infoblox Universal DDIagainst: Cisco, SolarWinds IP Address ManagerInfoblox Universal DDIChangedagainst: phpIPAMBlueCat Integrity, Infoblox Universal DDIagainst: Microsoft, NS1Infoblox Universal DDIagainst: Men&MiceBlueCat Integrity, Infoblox Universal DDIagainst: TCPWaveagainst: AWS Route 53, Azure DNS, BIND, ISC DHCP, Microsoft Windows Server DNS/DHCP/IPAM
One alternative
EfficientIP SOLIDserverThree alternatives
BlueCat Integrity, Men & Mice Suite, SolarWinds IP Address ManagerThree alternatives
EfficientIP SOLIDserver, Men&Mice, Nokia VitalQIPTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverOne alternative
EfficientIP SOLIDserverMistral SmallBlueCat Integrity, Infoblox Universal DDIBlueCat Integrity, Infoblox Universal DDIHeldInfoblox NIOSagainst: MicrosoftInfoblox NIOSno first choiceagainst: BIND, BlueCat Integrity, EfficientIP SOLIDserver, ISC DHCP, Infoblox NIOS, Microsoft DNS/DHCP, SolarWinds IP Address Manager
One alternative
MicetroFour alternatives
BlueCat Integrity, EfficientIP SOLIDserver, IBM NS1 Connect, Men&MiceOne alternative
BloxOne DDIDeepSeek V4 FlashInfoblox Universal DDIagainst: IBM NS1 Connect, MicrosoftInfoblox Universal DDIHeldInfoblox Universal DDIagainst: Cisco, MicrosoftInfoblox Universal DDIInfoblox Universal DDIagainst: DIY / Homegrown DDI, Men&Mice, Microsoft IPAM, Nokia VitalQIP, SolarWinds IP Address Manager
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverThree alternatives
BT Diamond IP, Broadcom (formerly BlueCat) Integrity, SolarWinds IP Address ManagerTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
BlueCat Integrity, EfficientIP SOLIDserverLlama 4 Maverickno first choiceSolarWinds IP Address ManagerChangedno first choiceno first choiceno first choiceagainst: BIND, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, SolarWinds IP Address Manager
Two alternatives
BT Diamond IP, ManageEngine DDI CentralQwen 3.7 FlashBlueCat Integrity, Infoblox Universal DDIInfoblox NIOSChangedInfoblox Universal DDIagainst: SolarWinds IP Address ManagerInfoblox Universal DDIno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, SolarWinds IP Address Manager
Three alternatives
EfficientIP SOLIDserver, IBM NS1 Connect, Microsoft Windows ServerTwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, MicrosoftOne alternative
BlueCat IntegrityKimi K2BlueCat Integrity, Infoblox Universal DDIBloxOne DDI, BlueCat Integrity, Infoblox Universal DDIChangedBloxOne DDIBlueCat IntegrityBlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIagainst: BIND, EfficientIP SOLIDserver, Infoblox Universal DDI, Microsoft DNS/DHCP, dnsmasq
Two alternatives
Micetro, SolarWinds IP Address ManagerFour alternatives
Integrity / Micetro, Men&Mice, SOLIDserver DDI, VitalQIPTwo alternatives
Infoblox Universal DDI, MicetroTwo alternatives
BlueCat Micetro, Men&MiceGLM 4.7 FlashXInfoblox Universal DDIagainst: Cisco SystemsInfoblox Universal DDIHeldInfoblox Universal DDIInfoblox Universal DDIagainst: Microsoft IPAMno first choiceagainst: BIND, BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, Men&Mice, SolarWinds IP Address Manager
One alternative
BlueCat IntegrityTwo alternatives
BlueCat Integrity, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, Cisco, EfficientIP SOLIDserverOne alternative
Cisco Catalyst CenterMiniMax M2.5Infoblox Universal DDIBlueCat Integrity, Infoblox Universal DDIChangedInfoblox Universal DDIBlueCat Integrityagainst: EfficientIP SOLIDserver, Infoblox Universal DDIInfoblox Universal DDIagainst: BlueSky, Nokiaagainst: BIND, BlueCat Integrity, Cisco Prime Network Registrar, Infoblox Universal DDI, Microsoft DNS/DHCP
Three alternatives
BlueCat Integrity, Micetro DDI, MicrosoftTwo alternatives
Device42, SolarWinds IP Address ManagerThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, Men&MiceOne alternative
BlueCat IntegrityGPT-6 LunaInfoblox NIOSInfoblox Universal DDIChangedBlueCat Integrity, Infoblox NIOS / Universal DDIagainst: NetBoxInfoblox Universal DDIno first choiceagainst: EfficientIP SOLIDserver, NetBox, Windows Server IPAM
Two alternatives
BlueCat Integrity, BlueCat MicetroThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, NetBoxThree alternatives
BlueCat Micetro, Cygna Labs IPControl / VitalQIP, EfficientIP SOLIDserverOne alternative
BlueCat MicetroMuse Glimmer 30BBloxOne DDI, BlueCat Integrity, Infoblox Universal DDIInfoblox Universal DDIChangedBlueCat Integrity, Infoblox Universal DDIBlueCat Integrityno first choiceagainst: EfficientIP SOLIDserver, Micetro
One alternative
BlueCat IntegrityTwo alternatives
EfficientIP SOLIDserver, Men&MiceOne alternative
Infoblox NIOS / Universal DDIBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:43 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:01 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:00 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:55 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:07 | yes | 9 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:29 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:18 | yes | 9 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:22 | yes | 21 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:18 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:43 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:14 | yes | 12 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:06 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:00 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:59 | yes | 2 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:16 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:22 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:02 | yes | 9 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:50 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 9 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:05 | yes | 5 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:45 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:06 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:27 | yes | 12 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:15 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:04 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:14 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:30 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:59 | yes | 21 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:50 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:51 | yes | 10 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:44 | yes | 14 | 66 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:10 | yes | 25 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:39 | yes | 13 | 84 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:21 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:22 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:33 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:06 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:28 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 15 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:37 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:23 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 15 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:15 | yes | 24 | 77 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:28 | yes | 23 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:34 | yes | 24 | 66 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:21 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:36 | yes | 21 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:37 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:13 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:43 | yes | 10 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:06 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:59 | yes | 24 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:45 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:13 | yes | 5 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:14 | yes | 24 | 75 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:35 | yes | 19 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:28 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:14 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 24 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:00 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:02 | yes | 8 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:50 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:42 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:20 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 25 | 71 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:49 | yes | 22 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:20 | yes | 23 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:49 | yes | 24 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:57 | yes | 5 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:44 | yes | 22 | 39 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (BlueCat Integrity) read as BlueCat Integrity
BlueCat (Integrity & Micro6) read as BlueCat Integrity
BlueCat (Integrity / Micetro) read as BlueCat Integrity
BlueCat (Integrity platform) read as BlueCat Integrity
BlueCat (e.g., Integrity or Micetro) read as BlueCat Integrity
BlueCat (including Micetro) read as BlueCat Integrity
BlueCat Address Manager read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (BlueCat Address Manager & Micetro) read as BlueCat Integrity
BlueCat Networks (BlueCat Integrity / Micetro) read as BlueCat Integrity
BlueCat Networks (BlueCat One / Micetro) read as BlueCat Integrity
BlueCat Networks (Integrity platform) read as BlueCat Integrity
Cisco Network Registrar read as Cisco Prime Network Registrar
Cloudflare read as Cloudflare DNS
Cygna Labs read as Cygna DDI
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
Infoblox read as Infoblox Universal DDI
Infoblox (BloxOne + NIOS) read as Infoblox Universal DDI
Infoblox (BloxOne / Trinzic DDI) read as Infoblox Universal DDI
Infoblox (BloxOne DDI / NIOS) read as Infoblox Universal DDI
Infoblox (Grid / BloxOne) read as Infoblox Universal DDI
Infoblox (Infoblox IPAM / BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS & BloxOne) read as Infoblox Universal DDI
Infoblox (NIOS / BloxOne DDI) read as Infoblox Universal DDI
Infoblox (NIOS or BloxOne) read as Infoblox Universal DDI
Infoblox (NIOS, Universal DDI) read as Infoblox Universal DDI
Infoblox (e.g., BloxOne DDI or NIOS) read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox DDI read as Infoblox Universal DDI
Infoblox IPAM read as Infoblox Universal DDI
Microsoft DNS read as Microsoft DNS/DHCP
SolarWinds read as SolarWinds IP Address Manager
SolarWinds (IPAM) read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
Unresolved, counted raw
Alcatel-Lucent (Nokia) ISG
BIND-based setups
BlueCat Integrity or Micetro
BlueCat Networks Inc.
BlueCat Technologies
BlueSky
Broadcom (formerly BlueCat) Integrity
Cisco DDI
Cygna
Cygna Labs IPControl / VitalQIP
DDI Trust Center
DIY / Homegrown DDI (spreadsheets + BIND + ISC DHCP)
Homegrown BIND-based DDI
Integrity / Micetro
ManageEngine IPAM/DNS
Men & Mice Suite
Microsoft Active Directory (AD) DNS/DHCP
Microsoft Windows Server DNS/DHCP/IPAM
SOLIDserver DDI
Tempesta
dnsmasq
Discontinued, still offered
No shut-down product was recommended here.